diff --git a/README.md b/README.md index 0cf6cb28d46cc627bb8394884908d37feb9228b0..09f0663553cc034abbfddff3ca7e4ec2ac917d8f 100755 --- a/README.md +++ b/README.md @@ -178,7 +178,7 @@ public class Main 测试数据中包含以下几个部分： - users表：7个测试用户 -- news表：307个2017-12-12日从网易首页抓取的测试新闻 +- news表：306个2017-12-12日从网易首页抓取的测试新闻 - newsmodules表：17个测试模块 - newslogs：测试推荐算法效果用的9条浏览记录 @@ -200,9 +200,9 @@ new TestDataRunner().runTestData(); 1.com.qianxinyao.TomNewsRecommender下的NewsScraper类是抓取网易的测试新闻时用的类，大家也可以用这个类继续采集新闻。该类默认对网易新闻首页的所有新闻进行一次抓取入库。 -2. 协同过滤的效果目前不太稳定/可控，因为采用的是Mahout内置的协同过滤工具。一般来说，新闻模块的活跃用户越多，则协同过滤效果越好，也越明显。若有需求，我会在后期自己实现能稳定生成指定数量的推荐结果的协同过滤算法。 +2.协同过滤的效果目前不太稳定/可控，因为采用的是Mahout内置的协同过滤工具。一般来说，新闻模块的活跃用户越多，则协同过滤效果越好，也越明显。若有需求，我会在后期自己实现能稳定生成指定数量的推荐结果的协同过滤算法。 -3. 一般当协同过滤与基于内容的推荐算法生成的推荐数目不足时，可以用基于热点新闻的推荐进行数量补充。 +3.一般当协同过滤与基于内容的推荐算法生成的推荐数目不足时，可以用基于热点新闻的推荐进行数量补充。 diff --git a/res/dbconfig.properties b/res/dbconfig.properties index a4c50ead545f66dd6ddbae0f6dedcb2cd824a709..c3b09757d6effb4bce29699efcdef5ff72ad6881 100755 --- a/res/dbconfig.properties +++ b/res/dbconfig.properties @@ -1,3 +1,3 @@ -url = jdbc:mysql://121.42.36.199:3306/tom_recommender?useUnicode=true&characterEncoding=utf8 -user = root -password = qxysay1+1=2 \ No newline at end of file +url = jdbc:mysql://[ip]/[database]?useUnicode=true&characterEncoding=utf8 +user = +password = \ No newline at end of file diff --git a/src/top/qianxinyao/Main/TestDataRunner.java b/src/top/qianxinyao/Main/TestDataRunner.java index af4f065c4bfe6b9952835c9052b8a36314fb300e..b999feafea1b35e01bc364f82ac9388d5c33ac74 100644 --- a/src/top/qianxinyao/Main/TestDataRunner.java +++ b/src/top/qianxinyao/Main/TestDataRunner.java @@ -20,7 +20,7 @@ public class TestDataRunner System.out.println("开始测试数据的运行！"); //选择要在推荐系统中运行的推荐算法 - boolean enableCF=false,enableCB=false,enableHR=true; + boolean enableCF=false,enableCB=true,enableHR=false; JobSetter jobSetter=new JobSetter(enableCF,enableCB,enableHR); diff --git a/src/top/qianxinyao/algorithms/JsonKit.java b/src/top/qianxinyao/algorithms/JsonKit.java index 423c53416e5ec100ca542c20d60245e7cfaca69e..3c1af3131295a52f378475afc58f65d4f89bfab0 100755 --- a/src/top/qianxinyao/algorithms/JsonKit.java +++ b/src/top/qianxinyao/algorithms/JsonKit.java @@ -123,12 +123,12 @@ public class JsonKit ObjectMapper objectMapper=new ObjectMapper(); CustomizedHashMap> map=null; try - { + { + System.out.println("srcJson:"+srcJson); map=objectMapper.readValue(srcJson, new TypeReference>>(){}); } catch (JsonParseException e) { - // TODO Auto-generated catch block e.printStackTrace(); } catch (JsonMappingException e) diff --git a/src/top/qianxinyao/algorithms/RecommendKit.java b/src/top/qianxinyao/algorithms/RecommendKit.java index 8938d70bd4407f331416da4fbad666cc0468a652..82fc08e3db111d42b76110cdef896023b0a5f4bc 100755 --- a/src/top/qianxinyao/algorithms/RecommendKit.java +++ b/src/top/qianxinyao/algorithms/RecommendKit.java @@ -73,7 +73,7 @@ public class RecommendKit String newsids = getInQueryString(col.iterator()); if (!newsids.equals("()")) { - List newsList = News.dao.find("select news_id,news_time from news where id in " + newsids); + List newsList = News.dao.find("select id,news_time from news where id in " + newsids); for(News news:newsList) { if (news.getNewsTime().before(getInRecTimestamp(beforeDays))) diff --git a/src/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.java b/src/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.java index 0dda879bb90a7de33c8788efbd7a3d61c79ffa88..120e98206a5fd61f0b9e7254dd576cba31e80ed7 100755 --- a/src/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.java +++ b/src/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.java @@ -214,7 +214,7 @@ public class UserPrefRefresher if(newsIdListQuery.length()>1){ newsIdListQuery=newsIdListQuery.substring(0, newsIdListQuery.length()-1)+")"; //提取出所有新闻的关键词列表及对应TF-IDf值，并放入一个map中 - List newsList=News.dao.find("select id,title,content,module_id from news where newsid in "+newsIdListQuery); + List newsList=News.dao.find("select id,title,content,module_id from news where id in "+newsIdListQuery); newsTFIDFMap=new HashMap(); for(News news:newsList){ diff --git a/target/classes/top/qianxinyao/Main/TestDataRunner.class b/target/classes/top/qianxinyao/Main/TestDataRunner.class index 978bf237de883d92f66e86f6086a441330cae645..01949fa585cda66c5706035ebf969dbc6eba9016 100644 Binary files a/target/classes/top/qianxinyao/Main/TestDataRunner.class and b/target/classes/top/qianxinyao/Main/TestDataRunner.class differ diff --git a/target/classes/top/qianxinyao/algorithms/JsonKit$3.class b/target/classes/top/qianxinyao/algorithms/JsonKit$3.class index ad08cb1c036b421b62f8d46b74e35d067c6fdcf6..92e78098e08d0897a8dc64c4ae015ea2c20ab21f 100644 Binary files a/target/classes/top/qianxinyao/algorithms/JsonKit$3.class and b/target/classes/top/qianxinyao/algorithms/JsonKit$3.class differ diff --git a/target/classes/top/qianxinyao/algorithms/JsonKit.class b/target/classes/top/qianxinyao/algorithms/JsonKit.class index f69612823a661e71ba4e36f8a5f0b31ce8f95047..b25fdba83a4a8f6d9427321f1ec947509c969f14 100644 Binary files a/target/classes/top/qianxinyao/algorithms/JsonKit.class and b/target/classes/top/qianxinyao/algorithms/JsonKit.class differ diff --git a/target/classes/top/qianxinyao/algorithms/RecommendKit.class b/target/classes/top/qianxinyao/algorithms/RecommendKit.class index 3ba3a39d3dc5992229ed1e8df1829e29a75bff4c..6b0c87acef3c0a1422f2ff91b3d8e3c09fdaf462 100644 Binary files a/target/classes/top/qianxinyao/algorithms/RecommendKit.class and b/target/classes/top/qianxinyao/algorithms/RecommendKit.class differ diff --git a/target/classes/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.class b/target/classes/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.class index 7dd89722de9a14dfd021e71c193c8c95bc1e079d..d581817d5100fb3d6b25456cd52eb3628e66f148 100644 Binary files a/target/classes/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.class and b/target/classes/top/qianxinyao/contentbasedrecommend/UserPrefRefresher.class differ diff --git a/test_data.sql b/test_data.sql old mode 100755 new mode 100644 index e4a2c6d484c1b0f47021bab571362c9927e3cf20..4a194c160778ac85f6d3dabdf81c3ebe06c6d71e --- a/test_data.sql +++ b/test_data.sql @@ -1,15 +1,17 @@ /* Navicat Premium Data Transfer + Source Server : TMallThesis Source Server Type : MySQL Source Server Version : 50635 - Source Database : recommender_system + Source Host : 121.42.36.199 + Source Database : tom_recommender Target Server Type : MySQL Target Server Version : 50635 File Encoding : utf-8 - Date: 12/11/2017 20:48:47 PM + Date: 03/02/2018 21:37:11 PM */ SET NAMES utf8; @@ -33,7 +35,7 @@ CREATE TABLE `news` ( -- Records of `news` -- ---------------------------- BEGIN; -INSERT INTO `news` VALUES ('26', null, '2017-12-07 20:04:34', '习近平作出重要指示:纠正\"四风\"不能止步', '1', 'http://news.163.com/17/1211/12/D5CGPQLR000189FH.html'), ('27', null, '2017-12-07 20:04:34', '习近平同阿尔及利亚总统致贺电庆祝卫星发射成功', '1', 'http://news.163.com/17/1211/08/D5C2FSTS000189FH.html'), ('28', null, '2017-12-07 20:04:34', '新华社评论员：用好大数据　布局新时代', '1', 'http://news.163.com/17/1210/23/D5B44NBU000189FH.html'), ('29', null, '2017-12-07 20:04:34', '\"党建+\"为老百姓加出了什么', '1', 'http://news.163.com/17/1210/17/D5AI6OS5000189FH.html'), ('30', null, '2017-12-07 20:04:34', '国际政要赞环境治理中国贡献', '1', 'http://news.163.com/17/1208/21/D55OUO9J000189FH.html'), ('31', null, '2017-12-07 20:04:34', '网络素养标评体系发布', '1', 'http://news.163.com/17/1209/18/D5824N29000189FH.html'), ('32', null, '2017-12-07 20:04:34', '最高检对重庆市委原书记孙政才立案侦查', '1', 'http://news.163.com/17/1211/11/D5CDHQ960001899O.html'), ('33', null, '2017-12-07 20:04:34', '两办发公务用车新规:新能源轿车价格不得超18万', '1', 'http://news.163.com/17/1211/18/D5D5E91M0001899O.html'), ('34', null, '2017-12-07 20:04:34', '澳总理宣称澳洲\"站起来了\" 中方:有损自身形象', '1', 'http://news.163.com/17/1211/16/D5CVPPIE0001899N.html'), ('35', null, '2017-12-07 20:04:34', '北京日报:北京市居民煤改清洁能源成效显著', '1', 'http://news.163.com/17/1211/08/D5C41S6Q000189FH.html'), ('36', null, '2017-12-07 20:04:34', '普京突访俄在叙空军基地 下令从叙利亚撤军', '1', 'http://news.163.com/17/1211/18/D5D5LMEL0001875O.html'), ('37', null, '2017-12-07 20:04:34', '这位市委书记给省委书记送5吨礼 获刑6年', '1', 'http://news.163.com/17/1211/18/D5D61GS90001875P.html'), ('38', null, '2017-12-07 20:04:34', '深圳地铁隧道为何1个半月内被击穿2次?地铁方回应', '1', 'http://news.163.com/17/1211/15/D5CSDDFT0001899N.html'), ('39', null, '2017-12-07 20:04:34', '外交部：中美需要相互适应 美国无法左右中国', '1', 'http://news.163.com/17/1211/16/D5CVCKBN000187V9.html'), ('40', null, '2017-12-07 20:04:34', '台民众向蔡英文丢鞋被罚钱 向马英九丢鞋却判无罪', '1', 'http://news.163.com/17/1211/16/D5CVL2BA00018AOR.html'), ('41', null, '2017-12-07 20:04:34', '13岁弑母少年:曾获优秀班干 会帮干活常遭父母打', '1', 'http://news.163.com/17/1211/07/D5C29O860001899N.html'), ('42', null, '2017-12-07 20:04:34', '\"教科书式耍赖\"事件肇事者被解除拘留后不知去向', '1', 'http://news.163.com/17/1211/12/D5CIAVF00001875P.html'), ('43', null, '2017-12-07 20:04:34', '习近平作出重要指示:纠正\"四风\"不能止步', '1', 'http://news.163.com/17/1211/12/D5CGPQLR000189FH.html'), ('44', null, '2017-12-07 20:04:34', '习近平同阿尔及利亚总统致贺电庆祝卫星发射成功', '1', 'http://news.163.com/17/1211/08/D5C2FSTS000189FH.html'), ('45', null, '2017-12-07 20:04:34', '新华社评论员：用好大数据　布局新时代', '1', 'http://news.163.com/17/1210/23/D5B44NBU000189FH.html'), ('46', null, '2017-12-07 20:04:34', '\"党建+\"为老百姓加出了什么', '1', 'http://news.163.com/17/1210/17/D5AI6OS5000189FH.html'), ('47', null, '2017-12-07 20:04:34', '国际政要赞环境治理中国贡献', '1', 'http://news.163.com/17/1208/21/D55OUO9J000189FH.html'), ('48', null, '2017-12-07 20:04:34', '网络素养标评体系发布', '1', 'http://news.163.com/17/1209/18/D5824N29000189FH.html'), ('49', null, '2017-12-07 20:04:34', '最高检对重庆市委原书记孙政才立案侦查', '1', 'http://news.163.com/17/1211/11/D5CDHQ960001899O.html'), ('50', null, '2017-12-07 20:04:34', '两办发公务用车新规:新能源轿车价格不得超18万', '1', 'http://news.163.com/17/1211/18/D5D5E91M0001899O.html'), ('51', null, '2017-12-07 20:04:34', '澳总理宣称澳洲\"站起来了\" 中方:有损自身形象', '1', 'http://news.163.com/17/1211/16/D5CVPPIE0001899N.html'), ('52', null, '2017-12-07 20:04:34', '北京日报:北京市居民煤改清洁能源成效显著', '1', 'http://news.163.com/17/1211/08/D5C41S6Q000189FH.html'), ('53', null, '2017-12-07 20:04:34', '普京突访俄在叙空军基地 下令从叙利亚撤军', '1', 'http://news.163.com/17/1211/18/D5D5LMEL0001875O.html'), ('54', null, '2017-12-07 20:04:34', '这位市委书记给省委书记送5吨礼 获刑6年', '1', 'http://news.163.com/17/1211/18/D5D61GS90001875P.html'), ('55', null, '2017-12-07 20:04:34', '深圳地铁隧道为何1个半月内被击穿2次?地铁方回应', '1', 'http://news.163.com/17/1211/15/D5CSDDFT0001899N.html'), ('56', null, '2017-12-07 20:04:34', '外交部：中美需要相互适应 美国无法左右中国', '1', 'http://news.163.com/17/1211/16/D5CVCKBN000187V9.html'), ('57', null, '2017-12-07 20:04:34', '台民众向蔡英文丢鞋被罚钱 向马英九丢鞋却判无罪', '1', 'http://news.163.com/17/1211/16/D5CVL2BA00018AOR.html'), ('58', null, '2017-12-07 20:04:34', '13岁弑母少年:曾获优秀班干 会帮干活常遭父母打', '1', 'http://news.163.com/17/1211/07/D5C29O860001899N.html'), ('59', null, '2017-12-07 20:04:34', '\"教科书式耍赖\"事件肇事者被解除拘留后不知去向', '1', 'http://news.163.com/17/1211/12/D5CIAVF00001875P.html'), ('60', null, '2017-12-07 20:04:34', '看完复联3预告片,为什么都在骂漫威？', '1', 'http://news.163.com/17/1205/00/D4ROJPDF0001885B.html'), ('61', null, '2017-12-07 20:04:34', '看完复联3预告片,为什么都在骂漫威？', '1', 'http://news.163.com/17/1205/00/D4ROJPDF0001885B.html'), ('62', null, '2017-12-07 20:04:34', 'AI人才需求集中于一线城市 七成从业者月薪过万', '2', 'http://tech.163.com/17/1211/07/D5BVCLI600097U7R.html'), ('63', null, '2017-12-07 20:04:34', '范冰冰力挺王源否认整容说法:从小到大都这么可爱', '3', 'http://ent.163.com/17/1211/01/D5BBPJPQ00038FO9.html'), ('64', null, '2017-12-07 20:04:34', '冻哭人比美大赛 范冰冰比杨幂Baby还生猛', '4', 'http://fashion.163.com/17/1211/08/D5C2E3JH002680FG.html'), ('65', null, '2017-12-07 20:04:34', '中俄今天再搞“反导演习” 应对突发挑衅攻击', '5', 'http://war.163.com/17/1211/12/D5CI9CBL000181KT.html'), ('66', null, '2017-12-07 20:04:34', '美对台政策将触碰一中底线？中国公使敲山震虎', '5', 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+ `prefer_degree` int(11) NOT NULL DEFAULT '0', PRIMARY KEY (`id`), KEY `user_id` (`user_id`), KEY `news_id` (`news_id`), CONSTRAINT `newslogs_news_id` FOREIGN KEY (`news_id`) REFERENCES `news` (`id`), CONSTRAINT `newslogs_user_id` FOREIGN KEY (`user_id`) REFERENCES `users` (`id`) -) ENGINE=InnoDB AUTO_INCREMENT=7 DEFAULT CHARSET=utf8; +) ENGINE=InnoDB AUTO_INCREMENT=10 DEFAULT CHARSET=utf8; -- ---------------------------- -- Records of `newslogs` -- ---------------------------- BEGIN; -INSERT INTO `newslogs` VALUES ('1', '1', '100', '2017-12-01 20:27:04', '0'), ('2', '1', '101', '2017-12-01 20:27:33', '0'), ('3', '1', '102', '2017-12-01 20:27:47', '0'), ('4', '2', '101', '2017-12-02 20:28:00', '0'), ('5', '2', '102', '2017-12-02 20:28:19', '0'), ('6', '2', '103', '2017-12-02 20:28:32', '0'), ('7', '3', '102', '2017-12-02 20:28:32', '0'), ('8', '3', '103', '2017-12-02 20:28:32', '0'), ('9', '3', '104', '2017-12-02 20:28:32', '0'); +INSERT INTO `newslogs` VALUES ('1', '1', '100', '2018-03-02 21:34:03', '0'), ('2', '1', '101', '2018-03-02 21:34:03', '0'), ('3', '1', '102', '2018-03-02 21:34:03', '0'), ('4', '2', '101', '2018-03-02 21:34:03', '0'), ('5', '2', '102', '2018-03-02 21:34:03', '0'), ('6', '2', '103', '2018-03-02 21:34:03', '0'), ('7', '3', '102', '2018-03-02 21:34:03', '0'), ('8', '3', '103', '2018-03-02 21:34:03', '0'), ('9', '3', '104', '2018-03-02 21:34:03', '0'); COMMIT; -- ---------------------------- @@ -86,7 +88,7 @@ CREATE TABLE `recommendations` ( `user_id` bigint(20) NOT NULL, `news_id` bigint(20) NOT NULL, `derive_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP, - `feedback` bit(1), + `feedback` bit(1) DEFAULT NULL, `derive_algorithm` int(11) NOT NULL, PRIMARY KEY (`id`), KEY `user_id` (`user_id`), @@ -111,7 +113,7 @@ CREATE TABLE `users` ( -- Records of `users` -- ---------------------------- BEGIN; -INSERT INTO `users` VALUES ('1', '', '2017-12-01 20:20:21', '小红'), ('2', '', '2017-12-02 20:20:30', '小橙'), ('3', '', '2017-12-03 20:20:34', '小黄'), ('4', '', '2017-12-04 20:20:40', '小绿'), ('5', '', '2017-12-05 20:20:55', '小青'), ('6', '', '2017-12-06 20:21:15', '小蓝'), ('7', '', '2017-12-07 20:21:33', '小紫'); +INSERT INTO `users` VALUES ('1', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-03-28 21:34:03', '小红'), ('2', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-03-29 21:34:03', '小橙'), ('3', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-03-30 21:34:03', '小黄'), ('4', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-03-31 21:34:03', '小绿'), ('5', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-04-01 21:34:03', '小青'), ('6', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-04-02 21:34:03', '小蓝'), ('7', '{\"1\":{},\"2\":{},\"3\":{},\"4\":{},\"5\":{},\"6\":{},\"7\":{},\"8\":{},\"9\":{},\"10\":{},\"11\":{},\"12\":{},\"13\":{},\"14\":{},\"15\":{},\"16\":{},\"17\":{}}', '2018-04-03 21:34:03', '小紫'); COMMIT; SET FOREIGN_KEY_CHECKS = 1;