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 Pulp Fiction (1994) 84,022,201
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543
Shawshank Redemption, The (1994) 28,341,469 Scream (1996) 103,001,286 Alien (1979) 42,285,739
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Apollo 13 (1995) 94,378,651
Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201 Scream (1996) 103,001,286
Forrest Gump (1994) 485,691,196 Shawshank Redemption, The (1994) 28,341,469 Trainspotting (1996) 16,501,785
Scream (1996) 103,001,286 Jerry Maguire (1996) 228,557,864 Apt Pupil (1998) 8,838,938
E.T. the Extra-Terrestrial (1982) 259,597,332 Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189
English Patient, The (1996) 111,415,132 Mr. Holland's Opus (1995) 119,078,097 Reservoir Dogs (1992) 2,687,008
Average 220,064,166 Average 180,298,909 Average 75,549,880

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
Quiz Show (1994) 24,822,619
Rear Window (1954) 6,759,601
Aladdin (1992) 328,782,825
Four Weddings and a Funeral (1994) 75,888,832
When Harry Met Sally... (1989) 134,613,546
Real Genius (1985) 13,000,000
Desperate Measures (1998) 13,806,137
Stand by Me (1986) 69,411,304
American President, The (1995) 95,000,000
Some Kind of Wonderful (1987) 18,553,948
Deconstructing Harry (1997) 10,569,071
Terminator 2: Judgment Day (1991) 207,064,802
In & Out (1997) 63,826,569
Seven Years in Tibet (1997) 37,901,509
Happy Gilmore (1996) 38,624,000
East of Eden (1955) 5,000,000
I Know What You Did Last Summer (1997) 103,145,788
Boot, Das (1981) 11,433,134
Indiana Jones and the Last Crusade (1989) 312,671,806
Patton (1970) 89,800,000
Rudy (1993) 22,750,363
Executive Decision (1996) 93,638,632
Terminal Velocity (1994) 16,478,900
Primal Fear (1996) 80,646,667
Tin Cup (1996) 77,003,584
Kolya (1996) 5,730,711
Mallrats (1995) 2,122,561
Gumby: The Movie (1995) 57,100
Quick and the Dead, The (1995) 18,636,537
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Dirty Dancing (1987) 89,171,578
Fly Away Home (1996) 24,506,082
Anastasia (1997) 83,412,682
Malice (1993) 67,044,636
Speed (1994) 121,248,145
While You Were Sleeping (1995) 119,964,016
Air Force One (1997) 250,384,803
Virtuosity (1995) 24,048,000
My Fair Lady (1964) 42,805,000
Fish Called Wanda, A (1988) 93,259,712
Monty Python and the Holy Grail (1974) 1,821,082
Conan the Barbarian (1981) 60,241,612
Batman (1989) 401,685,407
L.A. Confidential (1997) 64,604,977
Pinocchio (1940) 59,305,559
Kull the Conqueror (1997) 6,086,891
Amistad (1997) 44,175,394
Desperate Measures (1998) 13,806,137
Seven (Se7en) (1995) 143,225,000
Independence Day (ID4) (1996) 483,359,255
Tombstone (1993) 82,627,065
Dragonheart (1996) 51,317,350
Good, The Bad and The Ugly, The (1966) 19,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Wild Things (1998) 29,753,944
Ben-Hur (1959) 106,992,000
Mary Poppins (1964) 133,300,000
Pump Up the Volume (1990) 11,541,758
Night Falls on Manhattan (1997) 9,881,286
When a Man Loves a Woman (1994) 71,968,959
Ghost and the Darkness, The (1996) 38,553,833
Legends of the Fall (1994) 98,628,842
Some Like It Hot (1959) 33,300,000
Lost World: Jurassic Park, The (1997) 359,161,284
Rosewood (1997) 13,104,494
Wedding Singer, The (1998) 114,729,850
Dead Man Walking (1995) 39,025,000
Primary Colors (1998) 38,966,057
People vs. Larry Flynt, The (1996) 20,191,312
Toy Story (1995) 133,344,903
Interview with the Vampire (1994) 145,789,330
Shall We Dance? (1996) 9,676,677
Young Guns II (1990) 63,843,410
Escape from New York (1981) 25,244,700
Waterworld (1995) 130,604,220
Devil's Advocate, The (1997) 86,587,776
Dances with Wolves (1990) 265,746,848
Rebel Without a Cause (1955) 4,600,000
Phenomenon (1996) 155,732,573
Star Trek: The Wrath of Khan (1982) 118,633,541
Jackie Brown (1997) 39,647,595
Grease (1978) 96,605,260
Hamlet (1996) 4,414,535
Speechless (1994) 20,664,501
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Dolores Claiborne (1994) 24,361,867
Unforgettable (1996) 2,780,278
Chasing Amy (1997) 12,006,514
Great White Hype, The (1996) 7,874,000
Wyatt Earp (1994) 25,052,000
Fox and the Hound, The (1981) 53,368,988
Ghost (1990) 226,931,306
Extreme Measures (1996) 17,305,211
Rumble in the Bronx (1995) 32,333,860
Firm, The (1993) 686,502
Breakdown (1997) 50,129,186
Full Monty, The (1997) 45,857,453
Long Kiss Goodnight, The (1996) 33,328,051
Addicted to Love (1997) 34,656,904
Madness of King George, The (1994) 15,238,994
Schindler's List (1993) 140,409,248
Get Shorty (1995) 103,619,110
Sex, Lies, and Videotape (1989) 24,741,700
African Queen, The (1951) 4,300,000
Cape Fear (1991) 118,590,000
Return of the Jedi (1983) 500,773,409
Star Trek IV: The Voyage Home (1986) 124,751,249
Love Bug, The (1969) 23,150,000
As Good As It Gets (1997) 215,563,842
Fargo (1996) 24,611,975
It's a Wonderful Life (1946) 3,548,018
French Kiss (1995) 38,900,000
Bulletproof (1996) 21,162,420
Amadeus (1984) 23,401,401
Con Air (1997) 146,553,269
Casablanca (1942) 5,806,467
Die Hard 2 (1990) 120,083,665
Moll Flanders (1996) 3,363,968
Highlander (1986) 5,735,847
Jurassic Park (1993) 563,476,625
North by Northwest (1959) 19,977,527
Prefontaine (1997) 532,190
Little Buddha (1993) 4,858,139
Good Will Hunting (1997) 192,328,280
Twelve Monkeys (1995) 82,512,000
Mr. Smith Goes to Washington (1939) 1,500,000
Mother Night (1996) 392,362
Fly Away Home (1996) 24,506,082
SubUrbia (1997) 482,665
Titanic (1997) 600,779,824
Clueless (1995) 75,525,013
Restoration (1995) 4,100,000
Beauty and the Beast (1991) 94,902,028
Unforgiven (1992) 119,081,912
To Kill a Mockingbird (1962) 20,629,846
Around the World in 80 Days (1956) 23,120,000
Jaws 2 (1978) 60,298,023
Back to the Future (1985) 303,398,294
Jaws (1975) 199,275,376
Mad City (1997) 10,556,196
Pretty Woman (1990) 260,311,268
City of Angels (1998) 114,970,971
Searching for Bobby Fischer (1993) 7,266,383
Braveheart (1995) 110,286,945
Rob Roy (1995) 31,600,000
Usual Suspects, The (1995) 1,120,000
Babe (1995) 66,600,000
Twister (1996) 375,152,715
Assassins (1995) 30,306,268
One Fine Day (1996) 68,829,020
Transformers: The Movie, The (1986) 5,706,456
Carrie (1976) 49,007,514
Shine (1996) 53,830,909
Nick of Time (1995) 7,439,392
Face/Off (1997) 163,746,077
GoldenEye (1995) 146,028,496
Mercury Rising (1998) 32,940,507
Halloween: The Curse of Michael Myers (1995) 15,116,634
In the Line of Fire (1993) 151,314,283
Star Trek III: The Search for Spock (1984) 106,458,579
Silence of the Lambs, The (1991) 137,332,208
My Fellow Americans (1996) 22,294,341
Fried Green Tomatoes (1991) 117,503,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Red Corner (1997) 22,415,440
Jaws 3-D (1983) 69,280,680
Grosse Pointe Blank (1997) 28,014,536
Top Gun (1986) 256,050,237
Everest (1998) 97,544,643
Cliffhanger (1993) 127,356,211
Godfather, The (1972) 291,702,411
Godfather: Part II, The (1974) 87,973,000
Cool Hand Luke (1967) 7,300,000
Wag the Dog (1997) 43,022,524
2 Days in the Valley (1996) 11,090,856
Field of Dreams (1989) 94,962,625
Matilda (1996) 33,084,249
Kiss the Girls (1997) 86,753,012
Bob Roberts (1992) 4,479,470
Average 84,302,594
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