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(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.) f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)110 b(9)485 3698 y(3.6)83 b(Inquisit)74 b(.)42 b(.)g(.)f(.)h(.)f(.)h(.)f(.) h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g (.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.) 68 b(10)485 3862 y(3.7)83 b(Bargain)n(b)r(ot)74 b(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h (.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.) h(.)f(.)h(.)g(.)f(.)68 b(10)485 4027 y(3.8)83 b(Fire\035y)50 b(.)41 b(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.) f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f (.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(10)485 4191 y(3.9)83 b(W)-7 b(ebSprite)103 b(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h (.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.) h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(11)485 4356 y(3.10)41 b(Liv)n(eAgen)n(t)110 b(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h (.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.) h(.)f(.)h(.)g(.)f(.)68 b(11)360 4570 y(4)83 b(Arc)n(hitecture)24 b(.)41 b(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.) f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f (.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(12)485 4734 y(4.1)83 b(In)n(tro)r(duction)26 b(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f (.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.) f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(12)485 4898 y(4.2)83 b(Agen)n(t-Based)27 b(Infrastructure)68 b(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.) f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(12)485 5063 y(4.3)83 b(Design)28 b(of)f(a)g(T)-7 b(opical)27 b(W)-7 b(eb)28 b(Spider)43 b(.)e(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.) h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g (.)f(.)68 b(13)485 5227 y(4.4)83 b(The)28 b(Filter-Agen)n(t)f(and)g (its)h(Comp)r(onen)n(ts)74 b(.)42 b(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h (.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(16)485 5392 y(4.5)83 b(The)28 b(Pro\034le)f(Builder)37 b(.)k(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f (.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.) g(.)f(.)68 b(19)2101 5614 y(iii)p eop %%Page: 4 5 4 4 bop 3845 10 a Fw(iv)360 201 y(5)83 b(Protot)n(yp)r(e)27 b(and)g(Results)47 b(.)42 b(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h (.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.) f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(24)485 365 y(5.1)83 b(Installation)67 b(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f (.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.) g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(24)485 529 y(5.2)83 b(Instructions)27 b(and)h(Sample)f(Run)61 b(.)42 b(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.) h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(25)485 694 y(5.3)83 b(Results)22 b(.)41 b(.)h(.)g(.)f(.)h(.)f(.)h(.)f (.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.) g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f (.)68 b(30)360 908 y(6)83 b(Conclusion)26 b(and)i(F)-7 b(uture)27 b(Directions)i(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.) h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f (.)h(.)g(.)f(.)68 b(33)485 1072 y(6.1)83 b(Conclusion)g(.)41 b(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h (.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.) h(.)f(.)h(.)g(.)f(.)68 b(33)485 1237 y(6.2)83 b(F)-7 b(uture)28 b(Directions)36 b(.)42 b(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h (.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.) f(.)h(.)f(.)h(.)f(.)h(.)f(.)h(.)g(.)f(.)68 b(33)p eop %%Page: 1 6 1 5 bop 1918 672 a Fv(Chapter)32 b(1)1900 920 y(Motiv)-10 b(a)j(tion)360 1368 y Fw(An)26 b(in)n(tegral)e(part)h(of)g(all)g (information)f(gathering)g(agen)n(ts)g(is)h(information)g(\034ltering,) g(or)g(the)h(abilit)n(y)e(to)i(deter-)360 1532 y(mine)k(if)g(the)g (information)f(in)h(a)f(certain)g(do)r(cumen)n(t)h(is)f(the)h(t)n(yp)r (e)g(of)f(information)g(the)h(agen)n(t)f(is)g(in)n(tended)h(to)360 1696 y(gather.)36 b(The)28 b(implemen)n(tations)f(curren)n(tly)g(a)n(v) -5 b(ailable)26 b(seem)h(to)h(fall)g(in)n(to)f(t)n(w)n(o)g(broad)f (camps)i(in)g(the)g(con)n(text)360 1861 y(of)g(this)g(pro)5 b(ject,)28 b(the)h(o)n(v)n(erly)d(simple)i(and)g(the)g(o)n(v)n(erly)f (complex.)38 b(The)28 b(metho)r(ds)g(used)g(b)n(y)g(simple)g(w)n(eb)g (gath-)360 2025 y(ering)33 b(\034lters)h(consist)f(primarily)g(of)h (doing)f(k)n(eyw)n(ord)f(searc)n(hes)g(on)h(v)-5 b(arious)33 b(w)n(eb)h(indexes)f(and)h(editing)g(out)360 2189 y(duplicates.)46 b(Some)30 b(try)h(to)f(supplemen)n(t)h(these)g(simple)g(metho)r(ds)g (with)g(v)-5 b(arious)29 b(tec)n(hniques)i(for)f(com)n(bining)360 2354 y(k)n(eyw)n(ords,)i(suc)n(h)g(as)g(using)g('AND')i(and)f('NOT',)f (to)h(get)f(a)h(more)f(targeted)f(set)i(of)g(do)r(cumen)n(ts)3518 2324 y Fu(1)3555 2354 y Fw(.)53 b(Though)360 2518 y(this)25 b(helps)f(a)g(little,)i(it)f(still)g(lea)n(v)n(es)e(the)i(system)f (relying)g(en)n(tirely)g(on)g(the)h(w)n(eb)f(index)h(as)f(its)g (primary)f(\034ltering)360 2683 y(pro)r(cess)36 b(and)h(o\033ers)f(no)g (access)g(to)h(other)f(sources)g(of)h(information)f(\(eg.)65 b(email,)39 b(usenet\).)65 b(A)n(t)37 b(the)h(other)360 2847 y(extreme)33 b(are)g(v)n(ery)g(sophisticated)h(and)f(complex)h (systems.)55 b(These)34 b(systems)f(use)h(suc)n(h)g(things)g(as)f (natural)360 3011 y(language)24 b(pro)r(cessing)h(tec)n(hniques,)h (constrain)n(t-based)d(logic,)j(and)f(pre-built,)i(full-dictionary)e (seman)n(tic)g(net-)360 3176 y(w)n(orks)597 3146 y Fu(2)635 3176 y Fw(.)41 b(These)29 b(tec)n(hniques,)g(usually)f(used)h(in)g (some)g(com)n(bination,)f(can)h(pro)n(vide)f(a)g(p)r(o)n(w)n(erful)h (mec)n(hanism)360 3340 y(for)36 b('understanding')h(the)g(con)n(ten)n (t)f(of)h(a)g(do)r(cumen)n(t)g(and)f(\034ltering)h(correctly)e(at)i (the)g(cost)g(of)g(b)r(eing)g(non-)360 3505 y(p)r(ortable,)29 b(computationally)e(exp)r(ensiv)n(e,)i(and)g(hard)f(to)g(main)n(tain.) 41 b(In)29 b(addition)f(to)h(theses)g(costs)f(they)h(tend)360 3669 y(to)h(b)r(e)g(o)n(v)n(erly)e(sp)r(ecialized)h(and)h(brittle;)i(b) r(eing)d(go)r(o)r(d)h(at)f(the)i(particular)d(target)h(application,)h (but)g(not)g(v)n(ery)360 3833 y(extensible.)485 3998 y(My)25 b(goal)e(is)i(to)g(strik)n(e)f(something)h(of)g(a)g(middle)g (ground)f(b)r(et)n(w)n(een)h(these)g(t)n(w)n(o)f(camps.)36 b(That)25 b(is)g(to)g(build)h(a)360 4162 y(\034ltering)d(tec)n(hnique)h (that)g(will)g(b)r(e)h(more)e(discerning)f(and)i(indep)r(enden)n(t)h (than)f(the)g(simple)g(systems)f(while)h(not)360 4326 y(b)r(ecoming)32 b(o)n(v)n(erly)e(complex)i(and)g(allo)n(wing)f(for)g (a)h(v)-5 b(ariet)n(y)31 b(of)h(uses.)51 b(This)32 b(design)f(builds)i (up)r(on)f(the)h(simple)360 4491 y(\034ltering)27 b(tec)n(hniques)g(b)n (y)h(retaining)e(the)i(p)r(ossibilit)n(y)g(to)f(use)g(outside)h (sources)e(to)h(start)g(the)h(\034ltering)f(pro)r(cess)360 4655 y(while)33 b(not)g(b)r(eing)f(dep)r(enden)n(t)i(on)e(them.)53 b(It)33 b(consists)f(of)g(a)h(set)f(of)h(agen)n(ts)f(that)h(parse)e (out)i(the)g(do)r(cumen)n(t,)360 4820 y(analyzes)28 b(its)i(con)n(ten)n (t)f(and)g(return)g(a)g(rep)r(ort)g(on)g(its)h(relev)-5 b(ance)28 b(to)h(the)h(topic.)43 b(The)29 b(pro)r(cess)g(of)g(parsing)f (out)360 4984 y(the)j(do)r(cumen)n(t)h(is)f(simple)g(and)g(w)n(ell)f (understo)r(o)r(d,)i(it)g(consists)e(only)g(of)h(parsing)f(out)h(the)h (h)n(tml,)g(noting)f(the)360 5148 y(title,)d(headers,)f(meta-tags)f (and)h(the)h(other)f(text.)37 b(This)28 b(infomation)f(is)h(then)g (ready)e(to)i(b)r(e)g(analyzed.)p 360 5215 1421 4 v 464 5269 a Ft(1)498 5300 y Fs(h)n(ttp://www.agen)n(tsoft.com/)464 5360 y Ft(2)498 5392 y Fs(h)n(ttp://www.excalib.com/pro)r (ducts/rw/rw.h)n(tml)2115 5614 y Fw(1)p eop %%Page: 2 7 2 6 bop 3871 10 a Fw(2)485 201 y(The)35 b(analyzer)e(then)j(lo)r(oks)f (for)f(notable)h(k)n(eyw)n(ords,)g(w)n(ords)f(that)i(could)f(b)r(e)g (imp)r(ortan)n(t)g(for)g(capturing)360 365 y(the)i(sub)5 b(ject)36 b(of)h(the)f(do)r(cumen)n(t.)64 b(Usually)36 b(this)h(is)f(determined)g(b)n(y)h(lo)r(oking)e(for)h(uncommon)g(w)n (ords)f(that)360 529 y(app)r(ear)29 b(often)i(in)f(the)h(do)r(cumen)n (t,)g(w)n(ords)d(that)j(are)e(common)h(in)g(that)h(do)r(cumen)n(t)f (while)g(b)r(eing)g(uncommon)360 694 y(in)h(other)e(do)r(cumen)n(ts.)46 b(These)30 b(k)n(eyw)n(ords)e(are)h(then)i(fed)g(in)n(to)f(a)g(simple)h (seman)n(tic)e(net)n(w)n(ork.)44 b(The)31 b(seman)n(tic)360 858 y(net)n(w)n(ork)j(slo)n(wly)h(dev)n(elops)f(an)h('understanding')g 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b(while)h(the)h(user)f(is)h(o\037ine;)f(friendly)h(in)n (terface)f(for)g(end-user.)485 4077 y Fr(\017)41 b Fw(W)-7 b(eaknesses:)34 b(proprietary;)25 b(platform)h(sp)r(eci\034c)g(\(not)g (cross)f(platform\);)h(not)h(customizable)e(or)g(extend-)568 4241 y(able;)i(limited)h(to)g(WWW.)360 4530 y Fv(3.4)91 b(Retriev)-10 b(al)g(w)g(are)1183 4500 y Fu(5)360 4777 y Fw(Retriev)-5 b(alw)n(are)34 b(is)j(a)e(kno)n(wledge)g(retriev)-5 b(al)36 b(and)g(indexing)g(system.)62 b(It)37 b(can)f(access)f(the)h (WWW,)i(in)n(ternal)360 4941 y(databases,)29 b(email,)h(p)r(df)h (\034les,)f(and)f(lotus)h(notes)f(rep)r(ositories.)42 b(It)30 b(com)n(bines)f(agen)n(t)f(based)h(tec)n(hnology)g(with)p 360 5011 1421 4 v 479 5065 a Ft(3)514 5096 y Fq(<)h (http://www.cs.cmu.edu/\003soft)-7 b(a)n(gents/webma)g(te/)25 b(>)479 5156 y Ft(4)514 5188 y Fq(<)30 b(http://www.a)n(gentw)-9 b(are.com/a)n(gent/index.html)27 b(>)479 5247 y Ft(5)514 5279 y Fq(<)j(http://www.ex)n(calib.com/pr)n(oducts/r)-9 b(w/r)g(w.html)24 b(>)p eop %%Page: 9 14 9 13 bop 3871 10 a Fw(9)360 201 y(an)31 b(indexer)f(and)h(fron)n(t)f (end.)47 b(It)31 b(uses)f(agen)n(ts)g(for)g(information)h(retriev)-5 b(al,)30 b(and)h(includes)g(natural)f(language)360 365 y(pro)r(cessing)18 b(and)h(seman)n(tic)g(net)n(w)n(orks.)32 b(The)19 b(language)f(pro)r(cessing)f(abilities)j(come)e(from)h(a)g (large)f(dictionary)g(of)360 529 y(w)n(ord)24 b(meanings)f(and)i (language)e(idioms.)36 b(It)25 b(con)n(tains)e(a)i(pre-built)f(seman)n (tic)h(net)n(w)n(ork)e(of)h(w)n(ord)g(asso)r(ciations)360 694 y(relating)j(to)g(the)h(dictionary)e(en)n(tries.)485 941 y Fr(\017)41 b Fw(Strengths:)71 b(w)n(ord)44 b(asso)r(ciation)f (based)i(seman)n(tic)f(net)n(w)n(ork)g(and)g(language)g(pro)r(cessing;) 52 b(end-user)568 1106 y(friendly)36 b(fron)n(t)h(end;)42 b(access)35 b(to)i(email,)i(w)n(eb)e(do)r(cumen)n(ts,)i(images,)g (databases,)e(and)g(v)-5 b(arious)36 b(other)568 1270 y(formats)26 b(of)i(do)r(cumen)n(ts.)485 1501 y Fr(\017)41 b Fw(W)-7 b(eaknesses:)40 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j(the)f(pro\034le's)g(seman)n(tic)g(net)n(w)n(ork.)360 5127 y(T)-7 b(o)25 b(determine)g(whether)f(a)h(w)n(ord)f(mak)n(es)g(a)g (go)r(o)r(d)h(k)n(eyw)n(ord)e(the)i(extractor)e(scores)h(the)h(w)n(ord) f(on)h(a)f(n)n(um)n(b)r(er)h(of)360 5291 y(criteria)d(that)i(measure)f (their)g(p)r(ossible)g(relev)-5 b(ance)23 b(to)g(the)h(topic)f(\(this)i (b)r(ecomes)e(their)g(relev)-5 b(ance)23 b(score\).)34 b(The)p eop %%Page: 20 25 20 24 bop 3829 10 a Fw(20)360 201 y(pro)r(cess)28 b(of)i(applying)f (these)g(criteria)g(and)g(ho)n(w)g(they)h(function)g(is)f(describ)r(ed) h(b)r(elo)n(w,)f(\034rst)h(with)g(an)f(English)360 365 y(explanation)37 b(of)g(the)h(criteria)e(and)i(the)g(equation,)h(then)f (the)g(equation)f(in)h(mathematical)f(notation,)i(and)360 529 y(\034nally)27 b(a)g(rationale)g(for)g(it.)37 b(Note)27 b(that)h(all)g(scores)e(are)g(signed)h(normalized)g(n)n(um)n(b)r(ers,)g (b)r(et)n(w)n(een)g(-1)g(and)g(1.)485 775 y Fr(\017)41 b Fw(If)30 b(the)g(w)n(ord)f(con)n(tains)f(3)i(or)f(few)n(er)g(c)n (haracters,)f(eliminate)i(it.)44 b(W)-7 b(ords)29 b(of)h(3)f(or)g(few)n (er)g(c)n(haracters)f(will)568 939 y(either)36 b(b)r(e)h(articles)e(or) g(v)n(ery)h(common)f(w)n(ords,)j(and)e(therefore)f(will)i(b)r(e)g(of)f (little)h(use)f(in)h(iden)n(tifying)568 1103 y(topical)27 b(w)n(eb)g(pages.)485 1333 y Fr(\017)41 b Fw(The)27 b(most)h(frequen)n (tly)f(used)h(w)n(ords)e(in)i(the)g(do)r(cumen)n(t)g(get)g(a)f (starting)g(score)f(based)h(on)h(the)g(equation)568 1498 y(b)r(elo)n(w:)41 b(with)31 b Fh(N)44 b Fw(b)r(eing)30 b(the)h(n)n(um)n(b)r(er)f(of)g(times)g(the)h(w)n(ord)e(app)r(ears)g(on) h(the)g(page,)g Fh(Tme)l(an)37 b Fw(b)r(eing)31 b(the)568 1662 y(trimmed)h(mean,)g(the)g(n)n(um)n(b)r(er)g(of)f(times)h(eac)n(h)f (w)n(ord)g(app)r(ears)f(on)h(the)h(page)f(min)n(us)h(the)g(largest)e (and)568 1827 y(smallest)h(v)-5 b(alues,)33 b(and)f Fh(Max)42 b Fw(b)r(eing)32 b(the)h(maxim)n(um)e(an)n(y)h(w)n(ord)e(app)r(ears)h (on)h(the)g(page.)50 b(The)32 b Fh(Tme)l(an)568 1991 y Fw(is)g(used)h(b)r(ecause)f(of)h(the)g(w)n(a)n(y)f(w)n(eb)g(pages)g (tend)h(to)g(b)r(e)g(structured.)52 b(W)-7 b(eb)33 b(pages)f(tend)h(to) g(b)r(e)g(short,)568 2155 y(consisting)24 b(only)g(of)h(a)f(few)h(prin) n(ted)g(pages,)f(and)h(concise.)35 b(This)25 b(results)f(in)i(a)e(w)n (ord)g(freqency)g(sp)r(ectrum)568 2320 y(that)k(is)g(hea)n(vily)g(w)n (eigh)n(ted)f(to)n(w)n(ard)g(1,)h(and)g(do)r(esn't)h(result)f(in)g(a)g (v)n(ery)g(useful)g(n)n(um)n(b)r(er.)39 b(By)28 b(trimming)568 2484 y(o\033)33 b(the)i(lo)n(w)n(est)d(frequency)i(v)-5 b(alues)33 b(\(usually)h(1\))f(and)h(the)g(highest)g(\(to)g(help)g (balance)f(things)h(out\),)i(a)568 2648 y(m)n(uc)n(h)27 b(b)r(etter)h(estimate)f(of)h(the)g(freqency)f(of)g(meaningful)h(w)n (ords)e(is)h(returned.)1799 2946 y Fj(S)1865 2909 y Fg(0)1916 2946 y Fi(=)2074 2906 y Ff(N)7 b Fg(\000)p Ff(T)j(mean)p 2030 2922 434 4 v 2030 2980 a(M)d(ax)p Fg(\000)p Ff(T)j(mean)692 3240 y Fw(The)21 b(most)h(commonly)e(used)i(w)n(ords)e(tend)i(to)f(b)r (e)h(relev)-5 b(an)n(t)20 b(to)h(the)h(topic.)35 b(Those)21 b(w)n(ords)f(whic)n(h)568 3404 y(are)26 b(not)i(relev)-5 b(an)n(t)26 b(will)i(b)r(e)g(w)n(eeded)f(out)h(later,)f(primarily)f(b)n (y)i(the)g(next)f(criteria.)485 3650 y Fr(\017)41 b Fw(If)c(the)g(w)n (ord)f(o)r(ccurs)g(in)h(other)g(seman)n(tic)f(net)n(w)n(orks,)i(tak)n (e)e(the)h(curren)n(t)f(score)g(and)h(m)n(ultiply)g(it)g(b)n(y)568 3814 y(1)f(-)g(the)h(n)n(um)n(b)r(er)f(of)h(other)f(nets)h(it)g(o)r (ccurs)e(in)i(divided)g(b)n(y)f(the)h(total)f(n)n(um)n(b)r(er)h(of)f (nets)h(min)n(us)g(one)568 3978 y(\(don't)26 b(coun)n(t)g(its)g(net\),) h(the)f(equation)g(b)r(elo)n(w)f(la)n(ys)g(this)i(out)f(explicitly:)36 b(with)26 b Fe(S)3171 3948 y Fd(0)3221 3978 y Fw(b)r(eing)g(the)g (curren)n(tly)568 4143 y(determined)i(score,)g Fh(N)42 b Fw(b)r(eing)29 b(the)g(n)n(um)n(b)r(er)f(of)g(other)g(net)n(w)n(orks) f(the)i(w)n(ord)f(app)r(ears)f(in,)i(and)g Fh(T)40 b Fw(b)r(eing)568 4307 y(the)28 b(total)f(n)n(um)n(b)r(er)g(of)h(nets.) 1609 4604 y Fj(S)1675 4568 y Fg(00)1745 4604 y Fi(=)f Fj(S)1914 4568 y Fg(0)1954 4604 y Fi(\(1)22 b Fc(\000)g Fj(N)r(=)17 b Fi(\()p Fj(T)36 b Fc(\000)23 b Fi(1\))o(\))692 4898 y Fw(This)31 b(equation)g(is)h(used)f(to)g(w)n(eed)g(out)h(those)f (w)n(ords)f(whic)n(h)h(are)g(common)g(across)e(m)n(ultiple)568 5063 y(topics.)36 b(This)28 b(equation)f(and)g(the)h(previous)f(are)f (p)r(opular)h(for)g(this)h(t)n(yp)r(e)g(of)f(k)n(eyw)n(ord)f(iden)n (ti\034ca-)568 5227 y(tion)737 5197 y Fu(8)801 5227 y Fw(,)h(and)g(the)g(t)n(w)n(o)f(together)g(is)h(commonly)f(referred)f (to)i(as)f(TFIDF)h([term)g(frequency)f(times)568 5392 y(in)n(v)n(erse)g(do)r(cumen)n(t)h(frequency])1624 5361 y Fu(9)1689 5392 y Fw(.)p eop %%Page: 21 26 21 25 bop 3829 10 a Fw(21)485 201 y Fr(\017)41 b Fw(If)28 b(the)g(w)n(ord)e(is)h(more)g(than)h(6)f(c)n(haracters)e(long,)i(tak)n (e)g(the)h(square)e(ro)r(ot)h(of)g(the)h(curren)n(t)f(score.)1911 500 y Fj(S)1977 464 y Fg(000)2066 500 y Fi(=)2170 416 y Fc(p)p 2253 416 109 4 v 84 x Fj(S)2319 472 y Fg(00)692 798 y Fw(Just)g(as)f(w)n(ords)f(with)i(3)g(or)e(few)n(er)i(c)n (haracters)d(are)i(v)n(ery)f(common)h(in)h(the)g(English)g(language,) 568 962 y(long)c(w)n(ords)g(\(w)n(ords)g(with)h(more)g(than)g(6)g(c)n (haracters\))e(tend)j(to)f(b)r(e)g(more)f(rare)g(and)h(more)f(sp)r (eci\034c)568 1126 y(in)k(their)h(use.)37 b(Th)n(us)27 b(long)g(w)n(ords)f(get)h(their)h(score)e(increased)g(sligh)n(tly)-7 b(.)485 1374 y Fr(\017)41 b Fw(If)25 b(the)h(w)n(ord)e(o)r(ccurs)h(in)g (a)g('secondary')f(heading)g(\(h3,h4)h(in)h(h)n(tml\))g(in)f(the)h(do)r (cumen)n(t,)g(tak)n(e)f(the)g(square)568 1538 y(ro)r(ot)h(of)i(the)g (curren)n(t)e(score.)1911 1838 y Fj(S)1977 1802 y Fg(000)2066 1838 y Fi(=)2170 1754 y Fc(p)p 2253 1754 V 84 x Fj(S)2319 1809 y Fg(00)692 2135 y Fw(Html)33 b(headers)d(are)h(prin)n(ted)h(in)g (a)f(larger)f(b)r(old-faced)i(fon)n(t,)g(making)g(them)g(ob)n(vious)e (places)568 2299 y(for)d(section)g(titles)h(and)f(the)h(lik)n(e.)37 b(Th)n(us)27 b(deserving)g(a)g(sligh)n(t)g(increase)f(in)i(score)f (whic)n(h)g(squaring)568 2464 y(pro)n(vides.)35 b(It's)27 b(w)n(orth)e(noting)i(here)f(that)h(the)g(com)n(bination)f(of)h(t)n(w)n (o)f(squarings)f(raises)g(the)i(score)568 2628 y(high)f(enough)g(to)g (b)r(e)h(considered)e(signi\034can)n(t.)36 b(Th)n(us)26 b(if)h(a)f(w)n(ord)f(is)i(b)r(oth)g(o)n(v)n(er)d(6)i(c)n(haracters)e (long)568 2793 y(and)j(is)g(a)g(part)g(of)h(a)f(secondary)e(heading)i (it)h(will)g(probably)e(b)r(e)i(\034gured)f(as)g(a)g(relev)-5 b(an)n(t)26 b(k)n(eyw)n(ord.)485 3040 y Fr(\017)41 b Fw(If)34 b(the)h(w)n(ord)e(o)r(ccurs)h(in)h(the)f(title)i(of)e(the)h(h) n(tml)g(do)r(cumen)n(t)f(or)g(is)g(in)h(one)f(of)g(the)h(primary)e (headings)568 3204 y(\(h1,h2\),)27 b(it)h(gets)f(set)h(to)f(1.)1944 3504 y Fj(S)2010 3468 y Fg(000)2099 3504 y Fi(=)h(1)p Fj(:)p Fi(0)692 3801 y Fw(Ob)n(viously)-7 b(,)25 b(if)i(the)g(w)n(ord)e (o)r(ccurs)g(in)i(the)g(title)g(of)f(the)h(do)r(cumen)n(t,)g(it)f(is)h (lik)n(ely)e(to)i(b)r(e)f(relev)-5 b(an)n(t)568 3966 y(to)21 b(whether)h(that)g(page)f(is)h(topical)g(or)f(not,)i(and)f(is)f (th)n(us)h(automatically)f(considered)g(a)g(signi\034can)n(t)568 4130 y(k)n(eyw)n(ord.)34 b(Also)26 b(the)g(primary)f(headings)g(are)g (prin)n(ted)h(in)h(v)n(ery)d(long)i(b)r(old-faced)f(fon)n(ts,)i(whic)n (h)f(is)568 4294 y(used)h(to)h(denote)g(ma)5 b(jor)27 b(sections)g(and)h(is)g(nearly)f(as)g(imp)r(ortan)n(t)g(as)h(titles.)38 b(Th)n(us)28 b(making)f(them)568 4459 y(prime)g(candidates)g(to)g(b)r (e)h(relev)-5 b(an)n(t)27 b(to)g(ho)n(w)g(topical)g(the)h(page)f(is.) 485 4706 y Fr(\017)41 b Fw(If)28 b(the)g(w)n(ord)e(o)r(ccurs)h(in)g (the)h(meta)g(k)n(eyw)n(ord)d(listing)j(in)g(the)g(h)n(tml)g(do)r (cumen)n(t,)f(it)h(gets)g(set)f(to)h(1.)p 360 4776 1421 4 v 464 4829 a Ft(8)498 4861 y Fs(M.)37 b(Cra)n(v)n(en,)j(D.)c(DiP)n (asquo,)k(D.)c(F)-6 b(reitag,)41 b(A.)36 b(McCallum,)k(T.)d(Mitc)n (hell,)k(K.)36 b(Nigam)h(&)f(S.)g(Slattery)g(\(1998\).)360 4952 y Fp(L)l(e)l(arning)g(to)f(Extr)l(act)j(Symb)l(olic)c(Know)t(le)l (dge)i(fr)l(om)f(the)h(W)-6 b(orld)35 b(Wide)f(W)-6 b(eb)p Fs(.)59 b(Pro)r(ceedings)35 b(of)g(the)e(15th)h(National)360 5043 y(Conference)27 b(on)e(Arti\034cial)i(In)n(telligence)f (\(AAAI-98\).)464 5103 y Ft(9)498 5135 y Fs(Lieb)r(erman,)g(Henry)-6 b(.)33 b Fp(A)n(utonomous)c(Interfac)l(e)f(A)l(gents)p Fs(.)360 5226 y(h)n(ttp://lieb)r(er.www.media.mit.edu/p)r(eople/lieb)r (er/Lieb)r(erary/Letizia/AIA/AIA.h)n(tml.)p eop %%Page: 22 27 22 26 bop 3829 10 a Fw(22)1944 201 y Fj(S)2010 164 y Fg(000)2099 201 y Fi(=)28 b(1)p Fj(:)p Fi(0)692 498 y Fw(In)i(h)n(tml,)h(the)f(meta)g(k)n(eyw)n(ords)e(are)h(used)g(as)h(a)f (w)n(a)n(y)g(to)g(list)h(the)h(relev)-5 b(an)n(t)29 b(k)n(eyw)n(ords)e (to)j(the)568 662 y(do)r(cumen)n(t)d(on)h(hand,)f(so)g(it)h(is)g(ob)n (vious)e(to)h(consider)g(these)g(signi\034can)n(t.)485 910 y Fr(\017)41 b Fw(If)28 b(the)g(w)n(ord)e(meets)i(none)f(of)g(the)h (ab)r(o)n(v)n(e)f(criteria,)f(it)i(gets)f(set)h(to)f(0.1.)1944 1209 y Fj(S)2010 1173 y Fg(000)2099 1209 y Fi(=)h(0)p Fj(:)p Fi(1)692 1507 y Fw(If)k(the)h(w)n(ord)d(has)h(not)h(met)h(an)n (y)e(of)g(the)i(ab)r(o)n(v)n(e)d(criteria)h(\(whic)n(h)h(most)f(w)n (ords)g(on)g(the)h(page)568 1671 y(shouldn't)j(ha)n(v)n(e\),)i(they)f (are)e(giv)n(en)h(a)g(score)f(of)i(0.1.)60 b(This)35 b(score)f(is)i(considered)e(insigni\034can)n(t)568 1835 y(and)26 b(these)h(w)n(ords)f(will)h(not)f(b)r(e)i(considered)d(as)i(k) n(eyw)n(ords.)34 b(But)27 b(b)n(y)g(ha)n(ving)e(a)i(non-0)f(score,)f (it)j(is)568 2000 y(p)r(ossible)23 b(for)g(them)h(to)f(b)r(e)h(raised)f (through)f(squaring)g(to)i(a)f(high)g(enough)g(score)f(to)i(b)r(e)g (considered)568 2164 y(signi\034can)n(t.)360 2412 y(F)-7 b(or)31 b(the)h(k)n(eyw)n(ords)d(that)j(already)e(exist)h(in)h(the)g (seman)n(tic)f(net)n(w)n(ork,)g(if)h(they)g(exist)f(in)h(the)g(do)r (cumen)n(t)g(then)360 2576 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1.5333 scale neg exch neg exch translate 360 3887 a @beginspecial 0 @llx 0 @lly 278 @urx 295 @ury 2780 @rwi @setspecial %%BeginDocument: /home/sakti/Thesis/Docs//start.eps % % Display a color image. 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The image is displayed in color on % Postscript viewers or printers that support color, otherwise % it is displayed as grayscale. % /buffer 512 string def /byte 1 string def /color_packet 3 string def /pixels 768 string def /DirectClassPacket { % % Get a DirectClass packet. % % Parameters: % red. % green. % blue. % length: number of pixels minus one of this color (optional). % currentfile color_packet readhexstring pop pop compression 0 gt { /number_pixels 3 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add 3 mul def } ifelse 0 3 number_pixels 1 sub { pixels exch color_packet putinterval } for pixels 0 number_pixels getinterval } bind def /DirectClassImage { % % Display a DirectClass image. % systemdict /colorimage known { columns rows 8 [ columns 0 0 rows neg 0 rows ] { DirectClassPacket } false 3 colorimage } { % % No colorimage operator; convert to grayscale. % columns rows 8 [ columns 0 0 rows neg 0 rows ] { GrayDirectClassPacket } image } ifelse } bind def /GrayDirectClassPacket { % % Get a DirectClass packet; convert to grayscale. % % Parameters: % red % green % blue % length: number of pixels minus one of this color (optional). % currentfile color_packet readhexstring pop pop color_packet 0 get 0.299 mul color_packet 1 get 0.587 mul add color_packet 2 get 0.114 mul add cvi /gray_packet exch def compression 0 gt { /number_pixels 1 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add def } ifelse 0 1 number_pixels 1 sub { pixels exch gray_packet put } for pixels 0 number_pixels getinterval } bind def /GrayPseudoClassPacket { % % Get a PseudoClass packet; convert to grayscale. % % Parameters: % index: index into the colormap. % length: number of pixels minus one of this color (optional). % currentfile byte readhexstring pop 0 get /offset exch 3 mul def /color_packet colormap offset 3 getinterval def color_packet 0 get 0.299 mul color_packet 1 get 0.587 mul add color_packet 2 get 0.114 mul add cvi /gray_packet exch def compression 0 gt { /number_pixels 1 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add def } ifelse 0 1 number_pixels 1 sub { pixels exch gray_packet put } for pixels 0 number_pixels getinterval } bind def /PseudoClassPacket { % % Get a PseudoClass packet. % % Parameters: % index: index into the colormap. % length: number of pixels minus one of this color (optional). % currentfile byte readhexstring pop 0 get /offset exch 3 mul def /color_packet colormap offset 3 getinterval def compression 0 gt { /number_pixels 3 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add 3 mul def } ifelse 0 3 number_pixels 1 sub { pixels exch color_packet putinterval } for pixels 0 number_pixels getinterval } bind def /PseudoClassImage { % % Display a PseudoClass image. % % Parameters: % class: 0-PseudoClass or 1-Grayscale. % currentfile buffer readline pop token pop /class exch def pop class 0 gt { currentfile buffer readline pop token pop /depth exch def 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y(applied)k(to)g(this)h(domain.) 36 b(In)27 b(this)g(meeting)h(this)f(goal)f(a)h(m)n(ulti-agen)n(t)f (system)h(w)n(as)f(created)g(that)h(com)n(bined)360 2279 y(the)e(ideas)e(of)i(the)f(simple)h(k)n(eyw)n(ord)d(based)i (\034ltering)g(system)g(with)g(a)g(syn)n(tax)f(based)h(seman)n(tic)g (net)n(w)n(ork.)34 b(This)360 2443 y(system)22 b(p)r(erformed)h(quite)g (w)n(ell,)g(adapting)f(quic)n(kly)g(and)h(rating)f(the)h(pages)f(in)h (a)f(regular)f(and)i(useful)g(manner.)360 2607 y(There)29 b(w)n(as)g(only)h(one)f(signi\034can)n(t)g(problem)h(that)g(w)n(as)f (disco)n(v)n(ered)f(during)h(the)h(running)g(of)g(the)g(protot)n(yp)r (e,)360 2772 y(and)24 b(it)g(pro)n(v)n(es)f(to)g(b)r(e)i(quite)f(v)-5 b(aluable)24 b(in)g(p)r(oin)n(ting)g(to)g(new)g(directions)f(that)i (not)f(only)f(address)g(this)i(problem,)360 2936 y(but)j(expand)f(the)h (adaptiv)n(e)f(abilities)g(of)h(the)g(system.)360 3226 y Fv(6.2)91 b(Future)32 b(Directions)360 3472 y Fo(Score)g(Degradation) 42 b Fw(This)27 b(idea)g(is)h(to)f(slo)n(wly)g(subtract)g(from)g(the)h (scores)e(of)h(the)h(k)n(eyw)n(ords)e(and)h(connec-)568 3637 y(tions)g(in)g(the)h(seman)n(tic)e(net)n(w)n(orks.)35 b(This)27 b(w)n(ould)g(help)h(address)e(the)h(problem)g(of)g(the)h(net) n(w)n(ork)d(getting)568 3801 y(o)n(v)n(erly)h(bloated)j(with)g(w)n (ords)f(that)h(ha)n(v)n(e)e(only)i(a)f(limited)i(relation)e(to)h(the)g (topic.)40 b(It)30 b(w)n(ould)e(allo)n(w)g(the)568 3965 y(system)c(to)h(b)r(ecome)g(b)r(etter)g(at)g(rating)f(the)h(pages)f(b)n (y)h(eliminating)g(these)g(w)n(ords)e(and)i(th)n(us)g(b)r(eing)g(more) 568 4130 y(fo)r(cused)k(on)g(the)h(topic.)43 b(It)30 b(also)f(allo)n(ws)f(for)h(some)g(in)n(teresting)g(new)g(w)n(a)n(ys)g (of)g(in)n(tro)r(ducing)g(other)g(new)568 4294 y(ideas)e(in)n(to)g(the) h(system,)f(lik)n(e)g(genetic)h(op)r(erators)d(\(b)r(elo)n(w\).)360 4525 y Fo(Genetic)31 b(Op)s(erators)42 b Fw(If)22 b(the)h(scores)e(of)h (the)h(system)f(degrade)f(o)n(v)n(er)f(time,)k(this)f(allo)n(ws)e(for)h (the)g(in)n(tro)r(duction)568 4689 y(of)h(some)g(new,)i(p)r(ossibly)e (useless,)g(k)n(eyw)n(ords)f(or)g(connections)h(in)n(to)h(the)f(seman)n (tic)h(net)n(w)n(ork.)34 b(One)23 b(in)n(ter-)568 4854 y(esting)28 b(w)n(a)n(y)f(of)h(in)n(tro)r(ducing)g(new)g(connections,)g (is)g(to)h(use)f(genetic)g(op)r(erators,)f(sp)r(eci\034cally)h(crosso)n (v)n(er)568 5018 y(and)37 b(m)n(utation.)67 b(Basically)36 b(ho)n(w)g(this)i(w)n(ould)f(w)n(ork)f(w)n(ould)i(b)r(e)g(that)f(eac)n (h)g(time)h(the)g(net)n(w)n(ork)e(w)n(as)568 5183 y(up)r(dated,)f (there)f(w)n(ould)f(b)r(e)h(a)f(sligh)n(t)g(c)n(hange)f(of)i(one)f(of)g (the)h(genetic)g(op)r(erators)d(acting.)54 b(Crosso)n(v)n(er)568 5347 y(w)n(ould)28 b(w)n(ork)f(b)n(y)h(pic)n(king)g(t)n(w)n(o)g (connections)g(at)h(random,)f(taking)g(one)g(w)n(ord)g(from)g(eac)n(h)g (and)g(creating)2095 5614 y(33)p eop %%Page: 34 39 34 38 bop 3829 10 a Fw(34)568 201 y(a)24 b(new)g(connection)h(with)g (them)g(\(k)n(eeping)f(the)h(old)f(connections\).)36 b(Mutation)24 b(could)h(w)n(ork)e(in)i(a)f(similar)568 365 y(manner,)d(randomly)f(selecting)h(a)f(connection,)i(making)e(a)h (cop)n(y)f(of)h(it,)i(then)e(replacing)f(one)g(of)h(the)h(w)n(ords)568 529 y(in)27 b(that)h(connection)f(with)h(one)f(that)h(has)f(b)r(een)h (randomly)f(selected)g(from)g(the)h(k)n(eyw)n(ord)e(database.)360 760 y Fo(Con)m(ten)m(t)32 b(Analysis)41 b Fw(This)d(is)g(a)g(simple)h (idea)e(for)h(impro)n(ving)f(the)i(rating)e(system)h(b)n(y)g(analyzing) f(a)g(w)n(eb)568 925 y(page)i(on)g(a)h(structural)f(basis.)73 b(F)-7 b(or)39 b(instance,)k(if)d(a)g(w)n(eb)g(page)f(has)g(a)g(total)h (of)g(500)e(w)n(ords)h(on)h(it,)568 1089 y(and)33 b(450)f(of)h(those)g (w)n(ords)f(o)r(ccur)h(in)h(links.)54 b(Then)34 b(the)f(page)g(is)g (probably)f(a)i(page)e(of)h(links)h(without)568 1253 y(m)n(uc)n(h)27 b(real)f(informational)h(con)n(ten)n(t.)36 b(Con)n(v)n(ersely)-7 b(,)25 b(a)i(page)g(with)h(500)e(w)n(ords)g(and)h (10)g(links)g(has)g(a)g(high)568 1418 y(informational)22 b(con)n(ten)n(t)g(lev)n(el.)35 b(This)23 b(and)g(other)g(information)f (lik)n(e)h(this)g(can)g(b)r(e)h(used)f(to)g(help)g(generate)568 1582 y(a)k(more)f(appropriate)g(rating)h(for)g(a)g(page)g(than)g(just)i (k)n(eyw)n(ords)c(alone)i(can)g(pro)n(vide.)360 1813 y Fo(Keyw)m(ord)32 b(Scores)42 b Fw(It)28 b(migh)n(t)h(b)r(e)f(useful)h (to)g(use)f(the)h(scores)e(as)g(generated)h(b)n(y)g(the)g(h)n(tml)h (parser)e(for)h(some-)568 1977 y(thing.)36 b(A)n(t)28 b(this)f(p)r(oin)n(t)h(they)f(are)f(strictly)h(used)g(to)g(determine)g (if)h(the)f(w)n(ord)f(is)h(an)g(imp)r(ortan)n(t)g(k)n(eyw)n(ord)568 2142 y(on)34 b(the)h(page,)g(then)h(they)e(are)g(discarded.)57 b(These)34 b(scores)f(migh)n(t)i(b)r(e)g(useful)g(to)g(b)r(e)g(k)n(ept) f(around)g(as)568 2306 y(either)i(an)h(additional)f(score)g(or)f (another)h(n)n(um)n(b)r(er)h(to)g(calculate)f(in)n(to)g(the)i(seman)n (tic)e(net)n(w)n(orks.)63 b(It)568 2470 y(could)32 b(feasibly)g(help)h (get)g(the)g(net)n(w)n(ork)e(to)i(main)n(tain)f(a)h(smaller,)g(more)f (fo)r(cus)g(set)h(of)g(k)n(eyw)n(ords)d(and)568 2635 y(relations)c(b)n(y)h(highligh)n(ting)g(the)h(more)f(imp)r(ortan)n(t)g (k)n(eyw)n(ords.)360 2866 y Fo(PyBots)42 b Fw(It)30 b(is)h(also)e(a)h (con)n(tin)n(uing)f(goal)g(to)i(b)r(eef)g(up)f(the)h(underla)n(ying)e (agen)n(t)h(system.)45 b(T)-7 b(o)30 b(mak)n(e)f(it)i(m)n(ulti-)568 3030 y(threaded)25 b(and)g(giv)n(e)g(it)h(b)r(etter)g(error)e (handling.)36 b(The)25 b(implemen)n(tation)h(of)f(the)i(protot)n(yp)r (e)d(also)h(illumi-)568 3194 y(nated)i(a)g(few)h(w)n(eak)f(p)r(oin)n (ts)g(in)h(the)g(design)f(of)h(PyBots)f(that)h(will)f(b)r(e)h (re-implemen)n(ted)g(in)f(the)h(future.)p eop %%Page: 35 40 35 39 bop 1675 2192 a Fa(App)6 b(endix)2095 5614 y Fw(35)p eop %%Page: 36 41 36 40 bop 1168 656 a Fv(A.)30 b(A)n(gent-Based)i(System)f(Ar)n (chitectural)f(Issues)360 1111 y(Intr)n(oduction)360 1357 y Fw(The)c(underlying)g(infrastructure)f(that)i(this)f(pro)5 b(ject)26 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b(They)32 b(main)n(tain)h(a)f(blac) n(k)g(b)r(oard)g(to)568 4831 y(allo)n(w)i(their)h(encapsulated)f(agen)n (ts)g(to)h(comm)n(unicate)g(amongst)f(themselv)n(es,)i(handles)f (passing)f(this)568 4996 y(comm)n(unication)26 b(on)h(to)g(outside)g (agen)n(ts)f(when)h(appropriate,)e(and)i(passing)f(outside)h(comm)n (unications)568 5160 y(in.)p eop %%Page: 39 44 39 43 bop 3829 10 a Fw(39)1232 693 y @beginspecial 0 @llx 0 @lly 217 @urx 69 @ury 2170 @rwi @setspecial %%BeginDocument: /home/sakti/Thesis/Docs//menski.eps % % Display a color image. The image is displayed in color on % Postscript viewers or printers that support color, otherwise % it is displayed as grayscale. % /buffer 512 string def /byte 1 string def /color_packet 3 string def /pixels 768 string def /DirectClassPacket { % % Get a DirectClass packet. % % Parameters: % red. % green. % blue. % length: number of pixels minus one of this color (optional). % currentfile color_packet readhexstring pop pop compression 0 gt { /number_pixels 3 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add 3 mul def } ifelse 0 3 number_pixels 1 sub { pixels exch color_packet putinterval } for pixels 0 number_pixels getinterval } bind def /DirectClassImage { % % Display a DirectClass image. % systemdict /colorimage known { columns rows 8 [ columns 0 0 rows neg 0 rows ] { DirectClassPacket } false 3 colorimage } { % % No colorimage operator; convert to grayscale. % columns rows 8 [ columns 0 0 rows neg 0 rows ] { GrayDirectClassPacket } image } ifelse } bind def /GrayDirectClassPacket { % % Get a DirectClass packet; convert to grayscale. % % Parameters: % red % green % blue % length: number of pixels minus one of this color (optional). % currentfile color_packet readhexstring pop pop color_packet 0 get 0.299 mul color_packet 1 get 0.587 mul add color_packet 2 get 0.114 mul add cvi /gray_packet exch def compression 0 gt { /number_pixels 1 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add def } ifelse 0 1 number_pixels 1 sub { pixels exch gray_packet put } for pixels 0 number_pixels getinterval } bind def /GrayPseudoClassPacket { % % Get a PseudoClass packet; convert to grayscale. % % Parameters: % index: index into the colormap. % length: number of pixels minus one of this color (optional). % currentfile byte readhexstring pop 0 get /offset exch 3 mul def /color_packet colormap offset 3 getinterval def color_packet 0 get 0.299 mul color_packet 1 get 0.587 mul add color_packet 2 get 0.114 mul add cvi /gray_packet exch def compression 0 gt { /number_pixels 1 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add def } ifelse 0 1 number_pixels 1 sub { pixels exch gray_packet put } for pixels 0 number_pixels getinterval } bind def /PseudoClassPacket { % % Get a PseudoClass packet. % % Parameters: % index: index into the colormap. % length: number of pixels minus one of this color (optional). % currentfile byte readhexstring pop 0 get /offset exch 3 mul def /color_packet colormap offset 3 getinterval def compression 0 gt { /number_pixels 3 def } { currentfile byte readhexstring pop 0 get /number_pixels exch 1 add 3 mul def } ifelse 0 3 number_pixels 1 sub { pixels exch color_packet putinterval } for pixels 0 number_pixels getinterval } bind def /PseudoClassImage { % % Display a PseudoClass image. % % Parameters: % class: 0-PseudoClass or 1-Grayscale. % currentfile buffer readline pop token pop /class exch def pop class 0 gt { currentfile buffer readline pop token pop /depth exch def pop /grays columns 8 add depth sub depth mul 8 idiv string def columns rows depth [ columns 0 0 rows neg 0 rows ] { currentfile grays readhexstring pop } image } { % % Parameters: % colors: number of colors in the colormap. % colormap: red, green, blue color packets. % currentfile buffer readline pop token pop /colors exch def pop /colors colors 3 mul def /colormap colors string def currentfile colormap readhexstring pop pop systemdict /colorimage known { columns rows 8 [ columns 0 0 rows neg 0 rows ] { PseudoClassPacket } false 3 colorimage } { % % No colorimage operator; convert to grayscale. % columns rows 8 [ columns 0 0 rows neg 0 rows ] { GrayPseudoClassPacket } image } ifelse } ifelse } bind def /DisplayImage { % % Display a DirectClass or PseudoClass image. % % Parameters: % x & y translation. % x & y scale. % label pointsize. % image label. % image columns & rows. % class: 0-DirectClass or 1-PseudoClass. % compression: 0-RunlengthEncodedCompression or 1-NoCompression. % hex 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y(It)41 b(will)g(main)n(tain)f(state)h (information)f(b)r(et)n(w)n(een)h(the)g(agen)n(ts)e(of)i(that)g(menski) g(agen)n(t)f(\(the)h(menski)568 3093 y(agen)n(t's)31 b(state\),)i(and)f(hold)g(the)h(requests)e(and)h(answ)n(ers)e(to)i(and) g(from)g(other)g(agen)n(ts.)49 b(The)32 b(BB's)g(are)568 3257 y(structured)h(so)f(as)h(to)g(main)n(tain)g(a)g(connection)g(to)h (the)f(BB's)g(ab)r(o)n(v)n(e)f(and)i(b)r(elo)n(w)f(it,)i(ie.)54 b(the)34 b(menski)568 3422 y(agen)n(t's)22 b(collectiv)n(e)h(it)h(is)f (a)h(part)f(of)h(and)f(the)h(menski)g(agen)n(t's)e(in)i(its)g (collectiv)n(e)f(resp)r(ectiv)n(ely)-7 b(.)34 b(A)24 b(menski)568 3586 y(agen)n(t's)h(collectiv)n(e,)h(and)h(th)n(us)g(it's) g(BB,)g(will)g(usually)f(serv)n(e)g(one)g(of)h(t)n(w)n(o)f(purp)r (oses.)36 b(Its)27 b(collectiv)n(e)f(will)568 3750 y(either)e(b)r(e)i (comprised)d(of)i(a)g(n)n(um)n(b)r(er)f(of)h(A)n(O's)f(in)i(whic)n(h)e (case)g(the)i(BB)e(will)h(hold)g(the)g(requests)f(relating)568 3915 y(to)k(those)f(agen)n(ts)g(or)g(state)h(information)g(the)g (collectiv)n(e)f(needs)h(to)g(remem)n(b)r(er)f(or)h(it)g(will)h(b)r(e)f (used)g(as)g(a)568 4079 y(comm)n(unications)h(conduit,)j(when)f(its)g (collectiv)n(e)f(is)h(made)f(up)h(of)g(other)f(menski)h(agen)n(ts.)45 b(Though)31 b(it)568 4243 y(is)c(lik)n(ely)g(that)h(there)f(will)h(b)r (e)g(shades)f(b)r(et)n(w)n(een)g(these)h(t)n(w)n(o.)360 4474 y Fo(V)-8 b(o)s(cabulary)43 b Fw(This)25 b(system)g(deriv)n(es)f (its)h(v)n(o)r(cabulary)e(from)i(a)g(subset)g(of)g(sp)r(eec)n(h)g(act)g (theory)-7 b(.)35 b(It)26 b(is)f(purp)r(ose-)568 4639 y(fully)33 b(as)f(simple)h(as)f(p)r(ossible)g(at)h(this)g(p)r(oin)n(t,) h(with)f(a)f(mind)i(for)e(future)h(expansion)f(as)g(needed.)52 b(The)568 4803 y(v)n(o)r(cabulary)25 b(consists)i(of)g(the)h(follo)n (wing)f(w)n(ords;)f(request,)h(answ)n(er,)f(inform)h(and)h(state.)415 5050 y(Seman)n(tics)p eop %%Page: 40 45 40 44 bop 3829 10 a Fw(40)485 201 y Fr(\017)41 b Fw(request)22 b(-)g(A)i(query)e(addressed)f(to)i(a)g(particular)e(agen)n(t)h(b)n(y)h (name.)35 b(When)23 b(an)g(agen)n(t)f(accepts)g(a)h(request,)568 365 y(it)g(is)g(tak)n(en)f(o\033)h(the)h(BB.)f(Requests)f(are)g(sen)n (t)h(to)g(b)r(oth)g(other)g(agen)n(ts)f(in)h(that)g(menski)g(agen)n (t's)f(collectiv)n(e)568 529 y(and)27 b(to)g(other)g(collectiv)n(es)g (ab)r(o)n(v)n(e)f(the)i(encompassing)e(menski)h(agen)n(t.)485 760 y Fr(\017)41 b Fw(answ)n(er)19 b(-)i(A)h(resp)r(once)e(to)h(a)g (request.)34 b(A)n(ddressed)20 b(to)h(a)g(sp)r(eci\034c)g(agen)n(t)f (\(the)i(one)f(that)g(sen)n(t)g(the)g(request\))568 925 y(b)n(y)k(id.)36 b(They)26 b(are)e(tak)n(en)h(o\033)h(the)g(BB)f(when)h (accepted.)36 b(It)26 b(can)f(range)f(from)i(just)g(an)f('ok')g(to)h(a) f(detailed)568 1089 y(rep)r(ort.)485 1320 y Fr(\017)41 b Fw(inform)30 b(-)g(An)h(message)f(sen)n(t)g(to)g(a)h(particular)e (agen)n(t)h(to)g(pass)g(on)g(information)g(of)h(some)f(sort.)45 b(When)568 1484 y(accepted)26 b(it)h(is)g(tak)n(en)f(o\033)h(the)g(BB.) f(Informs)h(are)e(sen)n(t)i(to)g(b)r(oth)g(other)f(agen)n(ts)g(in)h (that)g(menski)f(agen)n(t's)568 1649 y(collectiv)n(e)g(and)i(to)f (other)g(collectiv)n(es)f(ab)r(o)n(v)n(e)h(the)h(encompassing)e(menski) h(agen)n(t.)485 1879 y Fr(\017)41 b Fw(state)31 b(-Descriptors)g(of)h (the)g(curren)n(t)g(state)g(of)g(the)g(agen)n(t.)50 b(Used)32 b(to)g(main)n(tain)f(information)h(in)n(ternal)568 2044 y(to)e(a)h(particular)f(menski)h(agen)n(t)f(and)g(its)i(collectiv)n(e.) 46 b(They)31 b(will)g(nev)n(er)f(b)r(e)h(sen)n(t)g(outside)g(the)g (menski)568 2208 y(agen)n(t)26 b(from)h(whic)n(h)h(their)f(sender)g (originates.)415 2456 y(Syn)n(tax)485 2703 y Fr(\017)41 b Fw(The)25 b(syn)n(tax)f(of)h(messaging)f(is)h(also)f(quite)i(simple)f (at)g(this)h(p)r(oin)n(t.)36 b(Eac)n(h)25 b(message)f(consists)g(of)h (a)g(simple)568 2867 y(dictionary)35 b(\(kno)n(wn)i(as)f(an)g(asso)r (ciativ)n(e)f(arra)n(y)g(in)i(p)r(erl)f(or)g(collection)g(in)i(visual)e 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