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?? 貝葉斯學習算法分類文本。基于樸素貝葉斯分類器的文本分類的通用算法
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Fri Mar 14 11:01:14 1997  Andrew McCallum  <mccallum@jprc.com>	* Makefile.in (LIBBOW_C_FILES): Renamed defparser.c to deflexer.c.	* deflexer.c: Renamed from defparser.c.	Add the `argp' subdirectory, and incorporate it into the Makefile.	* HACKING: Add argp autoconf instruction.	* configure.in: Call AC_CONFIG_SUBDIRS to configure argp also.	* Makefile.in (ALL_LIBS): Move it closer to $(DEMO_EXECUTABLES) 	target.  $(DEMO_EXECUTABLES): Make this target depend on 	argp/libargp.a.	(install): Call make install in argp directory also.	(dist, snapshot): Call make in argp directory to include its files too.	Wed Mar 12 20:00:27 1997  Andrew McCallum  <mccallum@jprc.com>	* Makefile.in (CPPFLAGS): Don't include $(DEFS) here, it's now in 	ALL_CPPFLAGS.	* Makefile.in (ALL_CPPFLAGS): New variable.	(ALL_CFLAGS): New variable.	(.c.o): New pattern rule that uses above new variables.  Now Kamal can	safely type `make CPPFLAGS=-DNDEBUG'.	* rainbow-h.c (_heir_barrel_set_node_scores): Don't threshhold the 	scores to 0/1.	(strdup): New function.  Implement this local version to help with	debugging.  Consider removing it later.	* libbow.h (bow_params_prind): Remove variable SCALE_BY_FOILGAIN.	It isn't needed since we have a function pointer for it in BOW_METHOD.	* prind.c (bow_prind_params): Remove BOW_NO for scaling.	* rainbow.c (rainbow_lisp_setup): Remove setting of 	BOW_PRIND_SCALE_BY_INFOGAIN; it now defaults to on.	(rainbow_print_usage): Change the sense of -G.  It now turns off	foilgain scaling, instead of turning on.  (Actually, it was the 	default before this anyway.)	(main): Given -G, zero-out the SCALE_WEIGHTS entries in all the	methods. Tue Mar 11 11:58:03 1997  Andrew McCallum  <mccallum@jprc.com>	* Version (BOW_MINOR_VERSION): Version 0.6.	* libbow.h: Likewise.	* Makefile.in (DIST_FILES): Add TODO.  Remove p.inc.	(p-alpha.o, p-alonly.o, p-white.o): Targets removed.	* rainbow.c (rainbow_query): Use bow_barrel_ macros instead of 	indexing into the methods structure manually.	* crossbow.c: Add copyright info.	* readme.texi: Fill out.	* libbow-desc.texi: Add description.	* install.texi: Add pointer to the README.  Say that it requires GCC. 	* HACKING: Update CVS repository machine name.	* tfidf.c (bow_tfidf_set_weights): Insert dislaimer explaining 	that TFIDF is broken.Tue Mar 11 11:31:39 1997  Rahul Sukthankar  <rahuls@syzygy.jprc.com>	* Makefile.in (DEMO_C_FILE): Added crossbow.c.	* crossbow.c: New file.Mon Mar 10 18:52:03 1997  Andrew McCallum  <mccallum@jprc.com>	* int4str.c (_str2id): Keep return value smaller using modulus.	This fixes bug Rosie Jones encountered with negative hash values.	(_str_hash_lookup): Assert that H is non-negative.	* Makefile.in (LIBBOW_C_FILES): Added lex-email.c.Fri Mar  7 10:54:09 1997  Andrew McCallum  <mccallum@jprc.com>	* int4word.c (bow_words_reread_from_file): Make sure LAST_FILE is 	non-NULL.Tue, 18 Feb 1997 20:15:42 -0500  Jason Rennie <jr6b@andrew.cmu.edu>        * lex-email.c: New file.  Created lexer for e-mail/newsgroup messages	* lex-html.c: Changed code to allow words separated by HTML tags 	to be tokenized as single words.  <FONT SIZE=+2>B</FONT>ig is now 	tokenized as "Big".  Nested brackets are now ignored.  This should 	more closely model the way HTML is interpreted.	* rainbow.c: Added rainbow_email_lexer as a bow_lexer_indirect.  	Added '-M' option to allow user to make use of 	rainbow_email_lexer.  rainbow_email_lexer will remove 	"Newsgroups:" and "Path:" headers from message.	* libbow.h (bow_email_headers_to_remove): Declare new global variable. 	(bow_email_lexer): Likewise.Tue Mar  4 11:51:53 1997  Andrew McCallum  <mccallum@jprc.com>	* libbow.h (bow_barrel_scale_weights): Don't call underlying	function if it's NULL.	(bow_barrel_normalize_weights): Likewise.	(bow_wv_set_weights): Likewise.	(bow_wv_normalize_weights): Likewise.	* vpc.c (bow_barrel_new_vpc_merge_then_weight): Use macros for 	weight setting.	(bow_barrel_new_vpc_weight_then_merge): Likewise.	* rainbow-h.c (_heir_barrel_cdoc_write): Write WORD_COUNT.	(_heir_barrel_cdoc_read): Read it.	(heir_dir_is_leaf): Check the return status from CHDIR(), and print	appropriate error message.	(heir_barrel_keep_top_words_by_infogain): Return immediately if	num_words_to_keep is 0 or the children count is 0.	(heir_barrel_set_vpc_with_weights): Return immediately if the children	count is 0.	(_heir_barrel_set_node_scores): Add temporary #if'ed code to make	score either 1 or 0, so winner takes all.	(heir_barrel_score_recurse): New argument DEPTH.  All callers changed.	(main): Change default NUM_TOP_WORDS from 3000 to 0.  Add new command	line argument -m and -N.	Changes made with Sean Slattery.	* naivebayes.c (bow_naivebayes_set_weights): Store class-wide word 	count in CDOC->WORD_COUNT instead of overloading CDOC->NORMALIZER.	(bow_naivebayes_score): Use CDOC->WORD_COUNT instead of	CDOC_NORMALIZER.  Use it to fix PR_W_C in case where that word	doesn't appear in the class.  Instead of (1.0 / MAX_WI) use (1.0 /	(MAX_WI + CDOC->WORD_COUNT)).  Don't normalize the weight by 	CDOC->NORMALIZER because it it set to already by normalized 	correctly, including the words that don't appear in the in class.	(bow_method_naivebayes): Change the weight normalizing function from	BOW_NORMALIZE_WEIGHTS_BY_SUMMING to NULL, because we don't use 	CDOC->NORMALIZER anymore.	* libbow.h (bow_cdoc): Add WORD_COUNT.	* barrel.c (_bow_barrel_cdoc_write): Write WORD_COUNT.	(_bow_barrel_cdoc_read): Read it.	* vpc.c (bow_barrel_new_vpc): Assert MAX_CI is positive, otherwise 	this means we didn't find any classes.Wed Feb 26 11:08:50 1997  Andrew McCallum  <mccallum@jprc.com>	* HACKING: Fix sandbox's name.Wed Feb 19 11:27:55 1997  Andrew McCallum  <mccallum@jprc.com>	* barrel.c (bow_barrel_keep_top_words_by_infogain): Return 	immediately if NUM_WORDS_TO_KEEP is 0.Tue Feb 18 13:39:34 1997  Andrew McCallum  <mccallum@jprc.com>	* libbow.h (bow_str_to_method_id): Use a temporary variable, to we 	use statements like ARGI++ as an argument.	* info_gain.c (bow_infogain_per_wi_new): Change assertion to 	handle round-off error.	* rainbow-h.c: Include <math.h>, <time.h>.	(heir_barrel): Add components INDEX_IN_PARENT, NUM_LEAVES, FULL_NAME.	(heir_barrel_new): Set them.	(heir_dir_is_leaf): Use chdir() so that symlinks are dealt with	properly. Free() the results of scandir().	(heir_barrel_new_from_text_dir_leaf): Set FULL_NAME and add assertions.	(_heir_barrel_new_from_text_dir_recurse): New parameter PARENT_NAME.	Move the chdir() to handle symlinks properly.  Don't make a 	SUBDIRNAME.	(heir_barrel_new_from_text_dir): New function.	(heir_barrel_write_to_file): Write new heir_barrel components.	(heir_barrel_new_from_file): Read them.	(heir_barrel_free): Free FULL_NAME.	(heir_barrel_keep_top_words_by_infogain): New function.	(heir_parent_di_to_child_index_and_di): New function.	(heir_di_to_classname): New function.	(heir_barrel_test_split): New function.	(_heir_barrel_set_node_scores): Use bow_barrel_score() instead to	bow_get_best_matches().	(heir_barrel_print_scores_recurse): Return void not int.  Print all on	same line.	(heir_barrel_score_recurse): New function.	(heir_barrel_score): New function.	(heir_barrel_test): New function.	(heir_barrel_print_weight_vectors): Change formatting.	(set_vocabulary_from_file): New function (unused).	(main): Allow user to set DATADIR (-d) and NUM_TOP_WORDS (-T), 	test (-t).	Compile with -Wall.Mon Feb 17 10:36:32 1997  Andrew McCallum  <mccallum@jprc.com>	* configure.in: Remove check for <float.h>, all ANSI compilers 	should have it.	* split.c: Remove SunOS declarations of rand() and srand().	(RAND_MAX): Define macro, if not already defined.  These two	changes needed to compile on SunOS.	* naivebayes.c (bow_naivebayes_set_weights): Uncomment assertion 	about METHOD->ID.	* rainbow.c (rainbow_lisp_setup): Add `-N' to effective arguments.	(rainbow_lisp_query): Fix typo in BOW_FOPEN() call.	* rainbow.c (rainbow_query): Check for QUERY_WV being NULL, and 	output more useful messages in that case.	* naivebayes.c (bow_naivebayes_score): Rearrange the code for 	stepping through a DV so we always get the CDOC.  This change 	should have no effect on the outcome.	* lex-simple.c (bow_lexer_simple_open_text_fp): Fix test for 	matching END_PATTERN_PTR.  Don't push the DOCUMENT_END_PATTERN 	back on the input stream after we find it; this is a stylistic 	choice.	* docnames.c (bow_map_filenames_from_dir): Pass relative instead 	of absolute directory names to recursive calls.  Before I was 	having trouble with symbolic links.  This seems to fix it.	* int4word.c (bow_words_keep_top_by_infogain): Fix assertions; its 	OK to have infogain equal to 0.	* prind.c: Comment fixes.	* foilgain.c (bow_foilgain_per_wi_ci_new): Use malloc() for 	POS_PER_WI_CI and NEG_PER_WI_CI, instead of using stack.  We were 	overflowing the stack before.Tue Feb 11 12:15:30 1997  Andrew McCallum  <mccallum@jprc.com>	* naivebayes.c (bow_naivebayes_score): When word doesn't appear in 	the class vector, make Pr(w|C) include CDOC->NORMALIZER.  	(Suggested by Sean Slattery).	* naivebayes.c (bow_naivebayes_score): Fix constant in assertion.	* configure.in: When perl5 isn't found, PERL will be "", not ":".  	Deal with it properly.	* libbow.h: Don't bother with HAVE_FLOAT, just always include 	<float.h>.	(bow_get_best_matches): Remove declaration.  The function no longer	exists.	* rainbow.c (rainbow_test): Use macros for accessing method 	functions.	* split.c: Fix author comment.	* info_gain.c (bow_infogain_per_wi_new): Use double instead of 	float, because before we were loosing resolution and getting 	negative IG's.	(bow_entropy): Likewise.Mon Feb 10 16:25:04 1997  Andrew McCallum  <mccallum@jprc.com>	* docnames.c (bow_map_filenames_from_dir): Use perror() when can't 	open directory.Fri Feb  7 11:00:50 1997  Andrew McCallum  <mccallum@jprc.com>	* int4word.c (bow_words_read_from_file): Fix typo.	* rainbow.c (rainbow_lisp_query): Use bow_barrel_score instead of 	bow_get_best_matches.	These changes by Tony Brusseau <brusseau@jprc.com>, with	modifications by <mccallum@jprc.com>.	* wv.c (bow_wv_new_from_text_string): New function.	(bow_wv_sprintf): New function.	* int4word.c (bow_words_set_map): Add new argument indicating if 	old map should be freed.  All callers changed.	(bow_words_reread_from_file): New function.	* docnames.c: Include <stdio.h>.	(bow_map_filenames_from_dir): Add WindowsNT backslashes to first	assertion.	* libbow.h: Declare new functions.Thu Feb  6 18:33:21 1997  Andrew McCallum  <mccallum@jprc.com>	* rainbow.c: Updated for below library changes.	* arrow.c: Likewise.	* libbow.h: Declare many new functions, variables and types, 	including:	(bow_boolean): New type.	(bow_wv_set_weights_to_count): New function declaration.	(bow_wv_normalize_weights_by_vector_length): Likewise.	(bow_wv_normalize_weights_by_summing): Likewise.	(bow_str_to_method_id): Macro renamed from bow_str2method.	(bow_method_id): New enum, replacing bow_method.	(bow_method): Now a struct.	(bow_barrel_set_weights, bow_barrel_scale_weights,	bow_barrel_normalize_weights, bow_new_vpc_with_weights, 	bow_barrel_score, bow_wv_set_weights, bow_wv_normalize_weights): 	New macros.	(bow_methods): New global variable declaration.	(bow_params_*): New types.	(bow_score): Renamed from bow_doc_score.	* wv.c (bow_wv_set_weights_to_count): New function.	* weight.c: File removed.	* vpc.c (bow_barrel_new_vpc_merge_then_weight): New function.	(bow_barrel_new_vpc_weight_then_merge): New function.	(bow_barrel_set_vpc_priors_by_counting): Renamed from	_bow_barrels_set_naivebayes_vpc_priors.	* tfidf.c: File contents totally replaced to implement TFIDF.  	Functions removed from weight.c and other places.	(bow_tfidf_set_weights): Function renamed.	(bow_tfidf_score): Function renamed from bow_get_best_matches().	(bow_tfidf_params_{words,log_words,log_occur}): New variables.	(bow_method_tfidf_{words,log_words,log_occur}): New global variables.	* prind.c (bow_prind_uniform_priors): Global variable removed.	(bow_prind_scale_by_infogain): Likewise.	(bow_prind_normalize_scores): Likewise.	(bow_prind_set_weights): Renamed from _bow_barrel_set_prind_weights.	(bow_prind_score): Renamed from _bow_score_prind_from_wv, and updated	for library changes.	(bow_prind_params): New variable.	(bow_method_prind): New global variable.	* score.c: File removed.	* naivebayes.c (_bow_barrels_set_naivebayes_vpc_priors): Function 	removed.  Replacement in vpc.c.	(bow_naivebayes_set_weights): Minor updates for library changes.	(bow_naivebayes_params): New va

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