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
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Pulp Fiction (1994) 84,022,201
Lion King, The (1994) 188,740,944 Fargo (1996) 24,611,975 Boot, Das (1981) 11,433,134
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Liar Liar (1997) 277,327,280
Air Force One (1997) 250,384,803 Scream (1996) 103,001,286 Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Chasing Amy (1997) 12,006,514
Silence of the Lambs, The (1991) 137,332,208 Jerry Maguire (1996) 228,557,864 Forrest Gump (1994) 485,691,196
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Courage Under Fire (1996) 87,335,823
Terminator 2: Judgment Day (1991) 207,064,802 Schindler's List (1993) 140,409,248 Clerks (1994) 3,151,130
Average 214,766,855 Average 223,519,085 Average 113,885,158

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
Toy Story (1995) 133,344,903
Sabrina (1995) 76,780,029
First Kid (1996) 26,459,681
Muppet Treasure Island (1996) 33,609,000
Loch Ness (1995) 1,239,343
For Love or Money (1993) 10,997,166
McHale's Navy (1997) 4,529,843
Men in Black (1997) 367,992,228
Batman (1989) 401,685,407
Seven Years in Tibet (1997) 37,901,509
Bogus (1996) 4,340,826
Gattaca (1997) 12,339,633
Race the Sun (1996) 1,945,552
Batman Forever (1995) 289,097,904
Twister (1996) 375,152,715
Stargate (1994) 105,565,669
Princess Bride, The (1987) 21,277,649
Emma (1996) 22,201,883
Manhattan Murder Mystery (1993) 11,285,588
Out to Sea (1997) 27,974,168
Sneakers (1992) 75,733,000
George of the Jungle (1997) 149,879,375
Mission: Impossible (1996) 274,049,639
Mrs. Winterbourne (1996) 10,070,000
I'll Do Anything (1994) 10,209,111
Sabrina (1954) 14,000,000
101 Dalmatians (1996) 197,767,821
My Fair Lady (1964) 42,805,000
Amazing Panda Adventure, The (1995) 7,506,759
Casper (1995) 149,489,194
Singin' in the Rain (1952) 7,665,000
Strictly Ballroom (1992) 11,738,022
Back to the Future (1985) 303,398,294
First Knight (1995) 37,600,435
Sleepless in Seattle (1993) 191,463,006
Beauty and the Beast (1991) 94,902,028
Cutthroat Island (1995) 10,017,322
Miracle on 34th Street (1994) 17,193,886
American President, The (1995) 95,000,000
Apollo 13 (1995) 94,378,651
Sense and Sensibility (1995) 62,493,774
Jurassic Park (1993) 563,476,625
Aladdin (1992) 328,782,825
Operation Dumbo Drop (1995) 24,700,000
I.Q. (1994) 26,372,663
Contact (1997) 149,887,543
Independence Day (ID4) (1996) 483,359,255
Amadeus (1984) 23,401,401
Radioland Murders (1994) 1,299,060
Indiana Jones and the Last Crusade (1989) 312,671,806
Batman & Robin (1997) 165,777,671
Hunt for Red October, The (1990) 179,209,868
That Darn Cat! (1997) 18,239,932
Shadowlands (1993) 25,842,000
Santa Clause, The (1994) 139,225,854
Cinderella (1950) 75,188,149
Speed (1994) 121,248,145
Maverick (1994) 151,131,272
Fantasia (1940) 49,310,882
Cool Runnings (1993) 98,839,263
Jungle2Jungle (1997) 81,061,526
Empire Strikes Back, The (1980) 225,554,189
Real Genius (1985) 13,000,000
Homeward Bound: The Incredible Journey (1993) 60,039,088
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
Bye Bye, Love (1995) 12,100,000
Alaska (1996) 11,567,023
Renaissance Man (1994) 24,332,324
Mary Poppins (1964) 133,300,000
Junior (1994) 56,276,640
Widows' Peak (1994) 6,243,722
One Fine Day (1996) 68,829,020
Dante's Peak (1997) 98,728,432
Monty Python and the Holy Grail (1974) 1,821,082
Two Much (1996) 592,871
Much Ado About Nothing (1993) 22,551,000
GoldenEye (1995) 146,028,496
That Thing You Do! (1996) 25,809,813
Mr. Holland's Opus (1995) 119,078,097
Chain Reaction (1996) 20,550,712
River Wild, The (1994) 69,356,343
Down Periscope (1996) 25,785,603
Daylight (1996) 32,885,565
Average 110,109,093
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