CMPT-741 Fall 2009 Data Mining Martin Ester Course Project
CMPT-741 Fall 2009 Data Mining Martin Ester Course Project CMPT-741 Fall 2009 Data Mining Martin Ester Course Project
Cellular Phone Digital Camera DVD Player MP3 Player Pkey Product 1 Apple iPhone (8 GB) Smartphone 2 Nokia 6210 Cell Phone 3 Samsung SPH-A500 Cell Phone 4 RIM BlackBerry Pearl 8100 Smartphone 5 Palm Treo 650 Smartphone 6 Sony Ericsson T68IS Cell Phone 7 Motorola V400 Cell Phone 8 Motorola Qâ„¢ Smartphone Pkey Product 1 Sony Mavica MVC-FD83 Digital Camera 2 Olympus Camedia D-360L Digital Camera 3 Nikon D40 Digital Camera with 18-55mm Lens 4 Canon PowerShot® S5 IS Digital Camera 5 Kodak EasyShare LS443 Digital Camera 6 Hewlett Packard Photosmart 435 Digital Camera 7 BenQ DC1500 Digital Camera 8 Agfa ePhoto Smile Digital Camera Pkey Product 1 Panasonic DVD-LV50 5 in. Portable DVD Player 2 Toshiba SD-1200 DVD Player 3 Panasonic DMR-E85H (120 GB) DVD Recorder 4 Toshiba RD-XS32SU DVD Recorder / HDD Recorder 5 Apex Digital AD-1200 DVD Player 6 Initial IDM-1731 7 in. Portable DVD Player 7 Cyberhome DVR 1600 DVD Recorder 8 Cyberhome CH-LDV 712 7 in. Portable DVD Player Pkey Product 1 Apple iPod touch 2nd Generation (16 GB) MP3 Player 2 Intel Pocket Concert (128 MB) MP3 Player 3 Apple iPod classic 5th Generation White (30 GB) MP3 Player 4 Apple iPod classic 4th Generation (20 GB) MP3 Player 5 Apple iPod shuffle 1st Generation White (512 MB, M9724LL/A) MP3 Player
6 SanDisk Sansa m240 (1 GB) MP3 Player 7 Dell DJ (20 GB) MP3 Player 8 RCA Lyra RD2840 (40 GB) MP3 Player The dataset contains multiple reviews for each product. Tasks Your task is sentiment classification. We create class labels for reviews as follows: Rating = 1 or 2: negative, rating = 3: neutral, rating = 4 or 5: positive. Build a sentiment classifier using any of the methods implemented in WEKA. Submit a hard copy report addressing the following issues: 1) Describe the features that you used for your classifier as well as why and how you selected them. 2) Discuss your choice of a classification method. You may have to experiment with several methods and may report some of the preliminary results as arguments. 3) Give the classification accuracy, the precision and recall and the F-measure (for the positive class and for the negative class) of your sentiment classifier. You need to perform 5-fold cross-validation to compute your performance measures. 4) Design and implement a method that explains the results of your sentiment classifier. Discuss your design and provide the actual explanations produced for the classification of the first reviews of each product category. Marking scheme Each of the four issues listed above is worth 25% of the course project marks.
Cellular Phone<br />
Digital Camera<br />
DVD Player<br />
MP3 Player<br />
Pkey Product<br />
1 Apple iPhone (8 GB) Smartphone<br />
2 Nokia 6210 Cell Phone<br />
3 Samsung SPH-A500 Cell Phone<br />
4 RIM BlackBerry Pearl 8100 Smartphone<br />
5 Palm Treo 650 Smartphone<br />
6 Sony Ericsson T68IS Cell Phone<br />
7 Motorola V400 Cell Phone<br />
8 Motorola Qâ„¢ Smartphone<br />
Pkey Product<br />
1 Sony Mavica MVC-FD83 Digital Camera<br />
2 Olympus Camedia D-360L Digital Camera<br />
3 Nikon D40 Digital Camera with 18-55mm Lens<br />
4 Canon PowerShot® S5 IS Digital Camera<br />
5 Kodak EasyShare LS443 Digital Camera<br />
6 Hewlett Packard Photosmart 435 Digital Camera<br />
7 BenQ DC1500 Digital Camera<br />
8 Agfa ePhoto Smile Digital Camera<br />
Pkey Product<br />
1 Panasonic DVD-LV50 5 in. Portable DVD Player<br />
2 Toshiba SD-1200 DVD Player<br />
3 Panasonic DMR-E85H (120 GB) DVD Recorder<br />
4 Toshiba RD-XS32SU DVD Recorder / HDD Recorder<br />
5 Apex Digital AD-1200 DVD Player<br />
6 Initial IDM-1731 7 in. Portable DVD Player<br />
7 Cyberhome DVR 1600 DVD Recorder<br />
8 Cyberhome CH-LDV 712 7 in. Portable DVD Player<br />
Pkey Product<br />
1 Apple iPod touch 2nd Generation (16 GB) MP3 Player<br />
2 Intel Pocket Concert (128 MB) MP3 Player<br />
3 Apple iPod classic 5th Generation White (30 GB) MP3 Player<br />
4 Apple iPod classic 4th Generation (20 GB) MP3 Player<br />
5 Apple iPod shuffle 1st Generation White (512 MB, M9724LL/A) MP3 Player
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