next up previous
Next: About this document Up: WebWatcher: A Learning Apprentice Previous: Acknowledgments

References

Mitchell et al., 1985
T. Mitchell, S. Mahadevan, and L. Steinberg, ``LEAP: A Learning Apprentice for VLSI Design,'' Ninth International Joint Conference on Artificial Intelligence, August 1985.

Mitchell et. al., 1994
T.M. Mitchell, R. Caruana, D. Freitag, J. McDermott, and D. Zabowski, ``Experience with a Learning Personal Assistant,'' Communications of the ACM, Vol. 37, No. 7, pp. 81-91, July 1994.

Salton and McGill, 1983
G. Salton and M.J. McGill, Introduction to Modern Information Retrieval, McGraw-Hill, Inc., 1983.

Lang, 1995
K. Lang, NewsWeeder: Learning to Filter Netnews, to be submitted to the International Conference on Machine Learning, 1995

Littlestone, 1988
N. Littlestone, ``Learning quickly when irrelevant attributes abound,'' Machine Learning, 2:4, pp. 285--318 .

Quinlan, 1993
J.R. Quinlan, C4.5: Programs for Machine Learning, Morgan Kaufmann, 1993.

Appendix

The following lists show the words used to encode into a feature vector as summarized in Figure 1. Words are listed in order, beginning with the word with highest mutual information.

Underlined words:

papers, uci, other, publications, learning, algorithm, www, illigal, page, illinois, related, ted, belding, mitchell, people, approaches, california, soar, tom, ronny, unit, readme, genetic, symbolic, sources, comparison, explanation, laboratory, cmu's, with, cmu, abstract, machine, pazzani, avrim, more, what, j, systems, michael, project, dortmund, my, subject, personal, institute, conference, their, tf3, our, lhm, esf, do, indexes, characterizing, handouts, information.html, fourier, articifial, tracking, ntrs, weakly, 26, readings, software, information, knowledge, 95, lab, language, esprit, lists, html, dnf, staff, rl, reinforcement, univ, services, pub, links, irvine, on, home, report, cognitive, list, international, that, discovery, data, z, publication, agenda, original, discussed, there, between, tex2html2, tex2html1, method, does, tcb, perception, 468, blum, illigals, actually, it, workshop94, newell, bibilography, bottom, heck, rosenbloom, relationship, mine, ciir, germany, uc, tech, net, middle, engineering, sigart, reports, mailing, network, reasoning, michigan, 10, robotics, cs, groups, online, encore, next, low, tr, 4k, pape, return, preprints, new, programs, kohavi, etc, m, group, computing, department, document, postscript, is, proben1, complete, summary, see, ls8, cultural, director, professor, references, index, problems, gmd, dept, ml, applied, vision, clifford, pan, level, faculty, introduction, call, integrated, sciences, brunk, ofai, general, college, digest, neural, ml94, applications, mit, service, databases, abstracts, austrian, issues, from, top, electronic, w, homepage, emde, starting, image

Sentence words:

other, illigal, uci, papers, publications, related, algorithm, page, www, lists, people, learning, soar, ted, belding, illinois, kohavi, unit, selected, ronny, california, bottom, laboratory, symbolic, sites, mitchell, approaches, sources, avrim, comparison, more, cmu's, with, genetic, abstract, home, pazzani, systems, document, email, abstracts, institute, conference, machine, dortmund, next, led, view, their, subject, do, tf3, lhm, esf, background, handouts, recommend, ntrs, carry, indexes, tracking, articifial, 468, 26, thrun, language, explanation, what, lab, same, staff, manner, reinforcement, knowledge, cmu, cognitive, my, tom, html, web, there, services, organized, pub, on, irvine, esprit, 95, links, list, international, middle, tech, readme, personal, sigart, net, ml94, are, our, engineering, bibilography, maybe, discussed, september, actually, quick, illigals, listed, heck, tex2html2, tex2html1, relationship, agenda, event, method, does, newell, rosenbloom, tcb, publication, original, blum, z, germany, ciir, that, rl, uc, information, reasoning, know, report, software, to, department, new, groups, encore, reports, test, previous, further, level, pape, preprints, tr, clusters, readings, 4k, low, return, link, or, group, neural, postscript, discovery, computing, gmd, michigan, robotics, is, issues, maintained, mine, general, proben1, check, fields, investigations, images, complete, director, volumes, ls8, cultural, sciences, colt94, at, mailing, edu, network, stanford, college, want, applications, back, pan, online, 10, faculty, integrated, between, jump, brunk, ofai, problems, electronic, digest

Heading words:

ga, personal, pages, computing, organization, lab, this, some, of, other, evolutionary, public, neural, data, knowledge, me, to, information, and, various, program, the, nlp, nets, nn, home, institutions, doing, depts, on, ai, reinforcement, about, return, ntrs, illigal, representation, kr, readings, integrated, science, language, intelligence, departments, processing, links, school, 11, systems, 94, meetings, first, try, mining, soar, html, computer, 3k, applications, possibly, ftp, aug, involved, networks, subjects, page, 10, cognitive, natural, relevant, interpretation, tf3, esf, rules, indirect, lhm, act, interest, robotics, txt, colt94, workshop, david, programmatic, you, goldberg, e, director, professor, apps, cogsci, 15, 681, list, handouts, journal, starting, logic, talks, interests

User goal words:

university, carnegie, learning, pazzani, explanation, tom, cmu, genetic, information, machine, irvine, decision, reinforcement, soar, stanford, inductive, mistake, curvilinear, gigus, pattern, steffo, ilp, ronny, higher, goldberg, holland, first, rise, phoebe, avrim, mit, occams, emde, gmd, illinois, dnf, koza, berkeley, quinlan, computational, josef, average, salton



next up previous
Next: About this document Up: WebWatcher: A Learning Apprentice Previous: Acknowledgments



Thorsten Joachims
Thu Feb 9 16:27:34 EST 1995