Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Hard Rain (1998) 19,819,494 L.A. Confidential (1997) 64,604,977 Amistad (1997) 44,175,394
Kicked in the Head (1997) 102,739 Amistad (1997) 44,175,394 Four Days in September (1997) 310,724
Hugo Pool (1997) 3,620 Evita (1996) 73,298,979 Indian Summer (1996) 202,167
Amistad (1997) 44,175,394 Liar Liar (1997) 277,327,280 Bean (1997) 45,298,656
Four Days in September (1997) 310,724 Contact (1997) 149,887,543 How to Be a Player (1997) 13,960,203
Truman Show, The (1998) 182,124,704 Good Will Hunting (1997) 192,328,280 Contact (1997) 149,887,543
How to Be a Player (1997) 13,960,203 Fly Away Home (1996) 24,506,082 Career Girls (1997) 2,506,039
Duoluo tianshi (1995) 113,000 Air Force One (1997) 250,384,803 Star Wars (1977) 731,853,665
L.A. Confidential (1997) 64,604,977 Scream (1996) 103,001,286 Mrs. Dalloway (1997) 3,263,672
Half Baked (1998) 17,278,980 Apt Pupil (1998) 8,838,938 This Is Spinal Tap (1984) 188,751
Average 34,249,383 Average 118,835,356 Average 99,164,681

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Afterglow (1997) 2,441,642
Titanic (1997) 600,779,824
Shooting Fish (1997) 302,204
Full Monty, The (1997) 45,857,453
Swept from the Sea (1997) 283,081
Dangerous Beauty (1998) 4,530,929
Seven Years in Tibet (1997) 37,901,509
Chairman of the Board (1998) 306,715
FairyTale: A True Story (1997) 14,036,249
English Patient, The (1996) 111,415,132
Kolya (1996) 5,730,711
Average 74,871,404
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