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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Face/Off (1997) 163,746,077
Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649 Young Frankenstein (1974) 125,123,000
E.T. the Extra-Terrestrial (1982) 259,597,332 L.A. Confidential (1997) 64,604,977 Clockwork Orange, A (1971) 38,589,355
Amadeus (1984) 23,401,401 Men in Black (1997) 367,992,228 Amadeus (1984) 23,401,401
Casablanca (1942) 5,806,467 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Babe (1995) 66,600,000
It's a Wonderful Life (1946) 3,548,018 Full Monty, The (1997) 45,857,453 Casablanca (1942) 5,806,467
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Boot, Das (1981) 11,433,134 Citizen Kane (1941) 1,640,769
Average 190,915,703 Average 210,669,160 Average 80,508,381

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
In the Line of Fire (1993) 151,314,283
Demolition Man (1993) 83,555,768
Seven Years in Tibet (1997) 37,901,509
Powder (1995) 30,862,146
My Fellow Americans (1996) 22,294,341
English Patient, The (1996) 111,415,132
Crimson Tide (1995) 135,266,000
Event Horizon (1997) 26,616,590
Sling Blade (1996) 24,475,416
Kalifornia (1993) 2,395,231
Braveheart (1995) 110,286,945
Mary Shelley's Frankenstein (1994) 22,006,296
Schindler's List (1993) 140,409,248
Jerry Maguire (1996) 228,557,864
Piano, The (1993) 40,158,000
As Good As It Gets (1997) 215,563,842
Clear and Present Danger (1994) 176,112,710
Independence Day (ID4) (1996) 483,359,255
Top Gun (1986) 256,050,237
2001: A Space Odyssey (1968) 25,761,621
Night of the Living Dead (1968) 13,600,000
Mr. Holland's Opus (1995) 119,078,097
Dazed and Confused (1993) 7,993,039
Devil's Advocate, The (1997) 86,587,776
Ransom (1996) 207,758,522
Raising Arizona (1987) 22,847,564
Psycho (1960) 43,200,000
Sphere (1998) 36,976,367
Unforgiven (1992) 119,081,912
Real Genius (1985) 13,000,000
Boogie Nights (1997) 26,384,919
Stargate (1994) 105,565,669
Clockers (1995) 13,040,603
Alien: Resurrection (1997) 47,748,610
Losing Isaiah (1995) 7,603,766
Jumanji (1995) 152,675,249
Godfather, The (1972) 291,702,411
American President, The (1995) 95,000,000
Courage Under Fire (1996) 87,335,823
Heat (1995) 97,783,000
Die Hard: With a Vengeance (1995) 147,009,359
Browning Version, The (1994) 464,423
In the Name of the Father (1993) 25,096,862
Glory (1989) 100,326
Carrie (1976) 49,007,514
Clerks (1994) 3,151,130
Dumb & Dumber (1994) 190,775,354
U Turn (1997) 6,633,400
Pulp Fiction (1994) 84,022,201
Absolute Power (1997) 73,037,233
Pump Up the Volume (1990) 11,541,758
Chasing Amy (1997) 12,006,514
Gandhi (1982) 77,737,889
Silence of the Lambs, The (1991) 137,332,208
Jaws (1975) 199,275,376
Star Trek: First Contact (1996) 207,001,027
Alien (1979) 42,285,739
Usual Suspects, The (1995) 1,120,000
Daylight (1996) 32,885,565
Fear (1996) 20,754,000
Reservoir Dogs (1992) 2,687,008
She's So Lovely (1997) 7,221,836
Twister (1996) 375,152,715
Primal Fear (1996) 80,646,667
Dial M for Murder (1954) 3,012,562
Fresh (1994) 8,094,616
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Ghost (1990) 226,931,306
First Wives Club, The (1996) 150,063,383
Star Trek IV: The Voyage Home (1986) 124,751,249
Highlander (1986) 5,735,847
Casino (1995) 62,726,000
Trigger Effect, The (1996) 3,594,848
Four Rooms (1995) 4,301,331
Copycat (1995) 32,051,917
Kiss the Girls (1997) 86,753,012
Platoon (1986) 207,900,328
Titanic (1997) 600,779,824
Aliens (1986) 121,385,096
Apocalypse Now (1979) 42,606,290
Carlito's Way (1993) 56,948,322
Killing Zoe (1994) 418,953
Four Weddings and a Funeral (1994) 75,888,832
Things to Do in Denver when You're Dead (1995) 529,766
Die Hard (1988) 116,707,729
Waterworld (1995) 130,604,220
Conspiracy Theory (1997) 111,189,998
Good Will Hunting (1997) 192,328,280
Rumble in the Bronx (1995) 32,333,860
Seven (Se7en) (1995) 143,225,000
When Harry Met Sally... (1989) 134,613,546
Days of Thunder (1990) 122,670,733
Better Off Dead... (1985) 10,297,601
Full Metal Jacket (1987) 69,057,676
Dolores Claiborne (1994) 24,361,867
Apt Pupil (1998) 8,838,938
Aladdin (1992) 328,782,825
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Multiplicity (1996) 20,101,861
Philadelphia (1993) 114,946,440
GoodFellas (1990) 67,336,394
Back to the Future (1985) 303,398,294
Beautiful Girls (1996) 20,837,000
Hackers (1995) 7,564,000
8 Seconds (1994) 19,604,000
White Squall (1996) 10,300,000
Pretty Woman (1990) 260,311,268
Dave (1993) 93,370,710
Sleepless in Seattle (1993) 191,463,006
Jackie Brown (1997) 39,647,595
Apollo 13 (1995) 94,378,651
Long Kiss Goodnight, The (1996) 33,328,051
Tomorrow Never Dies (1997) 184,221,129
Young Guns (1988) 64,686,644
Scream (1996) 103,001,286
Groundhog Day (1993) 103,406,973
Patton (1970) 89,800,000
Rising Sun (1993) 96,489,271
Kingpin (1996) 24,944,213
Rear Window (1954) 6,759,601
Happy Gilmore (1996) 38,624,000
Good, The Bad and The Ugly, The (1966) 19,000,000
True Romance (1993) 12,281,500
Drop Zone (1994) 28,720,380
Hard Target (1993) 32,534,954
2 Days in the Valley (1996) 11,090,856
Miller's Crossing (1990) 5,080,409
Brothers McMullen, The (1995) 10,246,600
Godfather: Part II, The (1974) 87,973,000
Hamlet (1996) 4,414,535
Rudy (1993) 22,750,363
Lion King, The (1994) 188,740,944
Twelve Monkeys (1995) 82,512,000
Tombstone (1993) 82,627,065
Speechless (1994) 20,664,501
Eraser (1996) 147,260,786
Wyatt Earp (1994) 25,052,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
River Wild, The (1994) 69,356,343
Monty Python and the Holy Grail (1974) 1,821,082
Basic Instinct (1992) 126,227,000
Forrest Gump (1994) 485,691,196
Escape from New York (1981) 25,244,700
Liar Liar (1997) 277,327,280
Sudden Death (1995) 20,350,171
Grumpier Old Men (1995) 105,662,663
Die Hard 2 (1990) 120,083,665
Supercop (1992) 16,249,557
People vs. Larry Flynt, The (1996) 20,191,312
Doom Generation, The (1995) 259,319
Truth About Cats & Dogs, The (1996) 34,073,143
Fargo (1996) 24,611,975
Ace Ventura: Pet Detective (1994) 106,217,000
Stand by Me (1986) 69,411,304
Shine (1996) 53,830,909
This Is Spinal Tap (1984) 188,751
Dances with Wolves (1990) 265,746,848
Hour of the Pig, The (1993) 667,078
Heathers (1989) 1,108,462
Mrs. Doubtfire (1993) 330,200,000
Phenomenon (1996) 155,732,573
Tin Cup (1996) 77,003,584
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Shawshank Redemption, The (1994) 28,341,469
My Left Foot (1989) 14,743,391
Ghosts of Mississippi (1996) 13,052,741
Dead Poets Society (1989) 144,288,116
Jason's Lyric (1994) 20,851,521
Interview with the Vampire (1994) 145,789,330
Higher Learning (1995) 58,490,723
G.I. Jane (1997) 70,277,032
Dead Man Walking (1995) 39,025,000
On Golden Pond (1981) 80,430,967
True Lies (1994) 226,261,000
Dirty Dancing (1987) 89,171,578
Jurassic Park (1993) 563,476,625
Cape Fear (1991) 118,590,000
Nightmare on Elm Street, A (1984) 65,398,755
Star Trek: The Wrath of Khan (1982) 118,633,541
Indiana Jones and the Last Crusade (1989) 312,671,806
Mallrats (1995) 2,122,561
Air Force One (1997) 250,384,803
Associate, The (1996) 12,772,657
Hunt for Red October, The (1990) 179,209,868
Up in Smoke (1978) 69,890,893
M*A*S*H (1970) 109,920,000
Desperado (1995) 25,625,110
Immortal Beloved (1994) 9,914,409
From Dusk Till Dawn (1996) 45,553,840
Leaving Las Vegas (1995) 31,968,347
Speed (1994) 121,248,145
Legends of the Fall (1994) 98,628,842
Star Trek III: The Search for Spock (1984) 106,458,579
Sleepers (1996) 76,705,552
With Honors (1994) 20,043,254
Trainspotting (1996) 16,501,785
Blade Runner (1982) 1,445,283
Terminator 2: Judgment Day (1991) 207,064,802
Field of Dreams (1989) 94,962,625
Dangerous Minds (1995) 124,506,291
Under Siege (1992) 120,463,139
Quiz Show (1994) 24,822,619
Raging Bull (1980) 49,034
Contact (1997) 149,887,543
Average 90,548,633
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