... SoftwareAccuracyBaseline Transductive SVM Self-trainingCo-training with random views Co-training and single classifier Co-training and combined classifier Using 5% labeled data as training data0.690.7470.5840.5250.670.6530.6260.550.5640.6830.4950.6150.86750.78550.70.6010.450.550.650.750.85BookDVDElectronicKitchenHealthNetworkPetSoftwareAccuracyUsing ... for unsupervised mining personal and impersonal sentences from a training data 4 Employing Personal /Impersonal Views inSupervised Sentiment Classification After unsupervised mining of ... training phase. 5 Employing Personal /Impersonal Views in Semi -Supervised Sentiment Classification Semi -supervised learning is a strategy which combines unlabeled data with labeled training...
... v2.0 - Lab 5.1.6 Copyright 2002, Cisco Systems, Inc. Lab 5.1.6: Changing File Viewsin Windows (showing file extensions) Estimated time: 20 Minutes Objective Upon completion of this lab, ... Systems, Inc. Troubleshooting Changing a file view customizes the preferences. Also, important details and system files can be viewed using advanced options in the Folder Options window. System ... display for the files. In this lab, the student will change the File view to the preferred view. Procedures Changing the file view in Windows can reveal important information about files and...
... degradeswhen the domain of the test set differs from the do-main of the training set, in part because the test setincludes more OOV words and words that appearonly a few times in the training set (henceforth,rare ... following hypotheses in our experi-ments:1. Smoothing can improve the performance ofa supervised sequence labeling system on wordsthat are rare or nonexistent in the training data.2. A supervised ... contains journal articles from bio-chemistry (40,727 sentences). We focus on chunksthat begin with words appearing 0-2 times in thelabeled training data, and appearing at least tentimes in...
... chiropracticeducational institution offering a training program coor-dinated by a medical physician. However, this is in itsinfancy and much needs to be worked out. This does indi-cate a growing level of interest ... education in musculoskeletal chest pain.Interestingly, concern was also raised by participants thatthe current training in medical schools was inadequate,and that in part this was due to instructors ... chest pain. In order for chiropractors to have arole in managing chest pain from the point of entry, theymust acquire and demonstrate competence in diagnosingthe complaint.Chest pain can have...
... Participants and Circumstances described in the text. Transitivity provides us with the potential to group the infinite variety of occurrences into a finite set of process types, namely Material, ... the Ideational Metafunction. The principle of transitivity was expressed by Iwamoto (1995) in terms of “who does what to whom, when, where and how”. Put it in other words, this system concerns ... 2%8$(&'&'&'&8''&$')$$%40$ Views of America’s war on terrorism in Vietnamese newspapers 20 0 < "...
... 2006.c2006 Association for Computational LinguisticsThe Effect of Corpus Size in Combining Supervised andUnsupervised Training for DisambiguationMichaela AttererInstitute for NLPUniversity of Stuttgartatterer@ims.uni-stuttgart.deHinrich ... Stuttgartatterer@ims.uni-stuttgart.deHinrich Sch¨utzeInstitute for NLPUniversity of Stuttgarthinrich@hotmail.comAbstractWe investigate the effect of corpus size in combining supervised and unsuper-vised learning for ... Unlabeled Data in Ma-chine Learning and Data Mining, ICML.Mark Johnson and Stefan Riezler. 2000. Ex-ploiting auxiliary distributions in stochasticunification-based grammars. In NAACL.David...
... strings (we will come back to word strings in section 5). Each corpus was divided into 10 training/test set splits of 90%/10% (n-fold testing), and each training set was randomly divided into ... believe that our result is quite promising for the future of unsupervised parsing. In putting our best f-score in table 4 into perspective, it should be kept in mind that the gold standard trees ... Times in the NANC corpus, and finally we will mix all data together for inducing a U-DOP* model. From Penn’s WSJ, we only use sections 2 to 21 for training (just as in supervised parsing)...
... Reflecting views 11Key ndingsDeloitte Business Sentiment Index - Reflecting views 3I am pleased to introduce the first Deloitte Business Sentiment Index (DBSI) – a groundbreaking survey of the views ... companies.BusinessSentimentIndexDo great minds think alike? Views from executives in Central EuropeCentral Europe / 1st edition / September 2009Deloitte Business Sentiment Index - Reflecting views ... sectors in Central Europe.Bela SeresManaging PartnerFinancial Advisory Deloitte Central Europe2Deloitte Business Sentiment Index goes a long way in discovering the current thinking of...
... Trafficking in human beingsHuman trafficking is on the rise in SSA, and is already very harmful. The chief dynamics of trafficking in the region include trafficking in children, mainly for ... developing migration data. These include:• Promoting and disseminating population research;• Capacity building in the region;• Mobilising resources for population studies;• Incorporating population ... overbalancing job markets. In the United States, there is a continuing search for how to deal with immigration from Latin America in ways that will be just, and will also sustain continuing economic...
... reproducibleresearch in this area. Topics for future work in- clude the incorporation of other kinds of semanticconstraint for improved class-instance acquisition,further investigation into per-node ... endup acquiring all the labels injected into the graph.This is undesirable for two reasons: (1) for ex-periments involving a large numbers of classes (as in the previous section and in the general ... various sources. In this section, we ex-plore whether class-instance assignment can beimproved by incorporating new semantic con-straints derived from (instance, attribute) pairs. In particular,...
... wasranked on a 103 point scale for nine components including:• enforceability (25 points)• administration (10 points)• copyright (12 points)• patents (17 points)• trademarks (9 points)• trade ... legal protection when making decisionson marketing particular products in specific countries or in entering into licensingarrangements, partnerships, joint ventures etc., in such countries? That ... challenge, certainly to the countries, as well as highlighting the fact thatthere is no international body responsible for assisting in legal reform. Indeed, accordingto knowledgeable individuals,...
... Darin Lewis and Judith Price, and Major Ervin Eddings, for their support and assistance in conducting this research. We also thank the individuals who helped coordinate site visits, including ... (TRADOC) institutions—the maneuver combat training centers—introduced after-action reviews (AARs). e same Study Participants and Methods 17about more than tactical training; we did so by adding ... physical trainingROTC Reserve Officers’ Training CorpsS-3 operations staff officerSOP standard operating procedureTEWT tactical exercise without troopsTRADOC U.S. Army Training and Doctrine CommandXO...
... generating training data forME modeling and present examples oftraining and testing data obtained from amedical sub-domain of rheumatology.Finally, I will discuss the training andtesting process ... is composed oftraining and testing data for 6 abbreviations(NR, PA, PN, BD, INF, RA), where eachtraining/testing subset contains only oneabbreviation per corpus. resulting in sixsubsets. Table ... features discussed in this paper.the heading of the section in which anabbreviation expansion was found.3.2 Generating simulated training data In order to generate the training data,first,...
... Shimbun, Inc.Tadashi Nomoto and Yuji Matsumoto. 2000. Comparingthe minimum description length principle and boosting in the automatic analysis of discourse. In Proceedingsof the Seventeenth International ... Yoo. 2001. Generalized clustering, supervised learning, and data assignment. In Proceedings of theSeventh International Conference on Knowledge Dis-covery and Data Mining (KDD2001), San Francisco,August. ... to embedding supervised learn-ing within a general unsupervised framework. In theAyBxFigure 3: Hypothetical Data Spacepaper, we focused on the use of decision tree as aplug -in learner....
... especially in English-speaking countries, about children’s participation in clinical decision-making, little was known about children’s experience of health care more broadly, including their involvement ... important’) • Having treatment explained in advance/being prepared – 44.1% • Being able to understand what the doctor is saying – 49/1% • Being able to ask questions – 44.6% • Being listened to ... Not being afraid – 48.7% • Not being in pain – 60.1% • Other categories – 77.6%. In respect of the open-ended ‘other categories’, the following were among the most popular answers: being...