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0 29 V -31 -29 R 62 0 V -62 29 R 62 0 V 408 -38 R 0 27 V -31 -27 R 62 0 V -62 27 R 62 0 V 226 -47 R 0 33 V -31 -33 R 62 0 V -62 33 R 62 0 V stroke grestore end showpage %%EndDocument @endspecial 175 x Fg(Figure)39 b(2:)60 b(Classi\014cation)41 b(accuracy)d(on)h(the)e Fb(Industry)i(Secto)n(r)30 1847 y Fg(data)19 b(set)f(with)h(v)l(arying)f(v)n(o)r(cabulary)g(size)h(in)g (the)f(horizon)n(tal)h(axis.)30 1930 y(The)j(tin)n(y)f(v)n(ertical)i (bars)f(at)g(eac)n(h)h(data)f(p)r(oin)n(t)g(indicate)g(standard)30 2013 y(error.)35 b(P)n(erformance)26 b(is)g(b)r(est)g(with)g(the)f (full)h(v)n(o)r(cabulary)-6 b(,)26 b(where)30 2096 y(shrink)l(age)g (reduces)g(error)g(b)n(y)e(almost)i(one-third.)30 2436 y Fq(ing)37 b(the)g(w)n(ords)f(that)i(ha)n(v)n(e)e(highest)h(m)n(utual) g(information)30 2535 y(with)d(the)h(class)e(v)-5 b(ariable.)54 b(A)35 b(previous)d(study)j(found)f(this)30 2635 y(metho)r(d)39 b(to)f(b)r(e)h(the)g(b)r(est)f(for)g(text)h(among)e(sev)n(eral)g(com-) 30 2734 y(mon)27 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y(Machine)27 b(L)l(e)l(arning)p Fg(,)g(170{178.)38 b(Morgan)26 b(Kaufmann.)2172 2452 y(Lewis,)g(D.,)f(and)f(Ringuette,)h (M.)32 b(1994.)i(A)24 b(comparison)h(of)h(t)n(w)n(o)2172 2535 y(learning)g(algorithms)g(for)g(text)e(categorization.)36 b(In)25 b Fr(Thir)l(d)i(A)n(n-)2172 2618 y(nual)h(Symp)l(osium)g(on)g (Do)l(cument)h(A)n(nalysis)g(and)f(Information)2172 2701 y(R)l(etrieval)p Fg(,)e(81{93.)2172 2823 y(MacKa)n(y)-6 b(,)20 b(D.,)g(and)d(P)n(eto,)k(L.)e(B.)j(1994.)i(A)18 b(hierarc)n(hical)i(diric)n(hlet)2172 2906 y(language)27 b(mo)r(del.)34 b Fr(Natur)l(al)28 b(L)l(anguage)h(Engine)l(ering)e Fg(1\(1\).)2172 3028 y(McCallum,)46 b(A.,)f(and)c(Nigam,)46 b(K.)81 b(1998.)i(A)41 b(comparison)2172 3111 y(of)c(ev)n(en)n(t)f(mo)r (dels)h(for)h(naiv)n(e)f(Ba)n(y)n(es)h(text)e(classi\014cation.)71 b(In)2172 3195 y Fr(AAAI-98)25 b(Workshop)h(on)g(L)l(e)l(arning)g(for)f (T)-6 b(ext)26 b(Cate)l(gorization)p Fg(.)2172 3278 y(h)n (ttp://www.cs.cm)n(u.edu/)p Fd(\030)p Fg(mccallum.)2172 3400 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