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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
To Kill a Mockingbird (1962) 20,629,846 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Die Hard (1988) 116,707,729
Psycho (1960) 43,200,000 Twelve Monkeys (1995) 82,512,000 Butch Cassidy and the Sundance Kid (1969) 145,314,187
Rear Window (1954) 6,759,601 Jerry Maguire (1996) 228,557,864 Gone with the Wind (1939) 200,155,278
Twelve Monkeys (1995) 82,512,000 Scream (1996) 103,001,286 Jerry Maguire (1996) 228,557,864
Die Hard (1988) 116,707,729 To Kill a Mockingbird (1962) 20,629,846 Rear Window (1954) 6,759,601
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 L.A. Confidential (1997) 64,604,977 To Kill a Mockingbird (1962) 20,629,846
Butch Cassidy and the Sundance Kid (1969) 145,314,187 Full Monty, The (1997) 45,857,453 Psycho (1960) 43,200,000
Aladdin (1992) 328,782,825 Men in Black (1997) 367,992,228 Reservoir Dogs (1992) 2,687,008
Average 137,437,260 Average 164,996,258 Average 87,113,548

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
Fantasia (1940) 49,310,882
Silence of the Lambs, The (1991) 137,332,208
Dead Man Walking (1995) 39,025,000
Clear and Present Danger (1994) 176,112,710
Home for the Holidays (1995) 17,518,220
Unforgiven (1992) 119,081,912
Much Ado About Nothing (1993) 22,551,000
True Lies (1994) 226,261,000
Empire Strikes Back, The (1980) 225,554,189
Apocalypse Now (1979) 42,606,290
Apollo 13 (1995) 94,378,651
Dangerous Minds (1995) 124,506,291
Dial M for Murder (1954) 3,012,562
Speed (1994) 121,248,145
Batman (1989) 401,685,407
Around the World in 80 Days (1956) 23,120,000
Return of the Jedi (1983) 500,773,409
Star Trek III: The Search for Spock (1984) 106,458,579
20,000 Leagues Under the Sea (1954) 11,000,000
Four Weddings and a Funeral (1994) 75,888,832
Maverick (1994) 151,131,272
Desperate Measures (1998) 13,806,137
Braveheart (1995) 110,286,945
Under Siege (1992) 120,463,139
Patton (1970) 89,800,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Some Like It Hot (1959) 33,300,000
American President, The (1995) 95,000,000
Courage Under Fire (1996) 87,335,823
Back to the Future (1985) 303,398,294
Short Cuts (1993) 6,110,979
Miracle on 34th Street (1994) 17,193,886
Contact (1997) 149,887,543
Jurassic Park (1993) 563,476,625
Ben-Hur (1959) 106,992,000
Sex, Lies, and Videotape (1989) 24,741,700
Highlander (1986) 5,735,847
Sense and Sensibility (1995) 62,493,774
Beauty and the Beast (1991) 94,902,028
Bridge on the River Kwai, The (1957) 50,495,000
Die Hard 2 (1990) 120,083,665
Conan the Barbarian (1981) 60,241,612
Gandhi (1982) 77,737,889
Powder (1995) 30,862,146
Robin Hood: Prince of Thieves (1991) 173,380,000
Godfather: Part II, The (1974) 87,973,000
Mr. Smith Goes to Washington (1939) 1,500,000
Top Gun (1986) 256,050,237
Cinderella (1950) 75,188,149
Full Metal Jacket (1987) 69,057,676
Ghost (1990) 226,931,306
Boot, Das (1981) 11,433,134
That Thing You Do! (1996) 25,809,813
Fox and the Hound, The (1981) 53,368,988
Toy Story (1995) 133,344,903
Alien (1979) 42,285,739
Disclosure (1994) 122,000,000
Desperate Measures (1998) 13,806,137
Mr. Holland's Opus (1995) 119,078,097
Jaws (1975) 199,275,376
Farewell My Concubine (1993) 5,216,888
Don Juan DeMarco (1995) 22,200,000
Killing Fields, The (1984) 50,509,720
Remains of the Day, The (1993) 22,954,968
Blade Runner (1982) 1,445,283
Phenomenon (1996) 155,732,573
Cool Hand Luke (1967) 7,300,000
Young Frankenstein (1974) 125,123,000
Madonna: Truth or Dare (1991) 15,012,935
Apt Pupil (1998) 8,838,938
Star Wars (1977) 731,853,665
Citizen Kane (1941) 1,640,769
Thin Man, The (1934) 1,423,000
Monty Python and the Holy Grail (1974) 1,821,082
With Honors (1994) 20,043,254
Boys on the Side (1995) 23,450,000
Grifters, The (1990) 13,446,769
Murder at 1600 (1997) 25,826,788
Lion King, The (1994) 188,740,944
Cool Runnings (1993) 98,839,263
Hunt for Red October, The (1990) 179,209,868
Schindler's List (1993) 140,409,248
North by Northwest (1959) 19,977,527
Groundhog Day (1993) 103,406,973
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
When Harry Met Sally... (1989) 134,613,546
Casablanca (1942) 5,806,467
Leaving Las Vegas (1995) 31,968,347
Air Force One (1997) 250,384,803
Nell (1994) 33,592,700
Good, The Bad and The Ugly, The (1966) 19,000,000
Godfather, The (1972) 291,702,411
Field of Dreams (1989) 94,962,625
Independence Day (ID4) (1996) 483,359,255
Aliens (1986) 121,385,096
Amistad (1997) 44,175,394
Circle of Friends (1995) 23,397,365
Dead Poets Society (1989) 144,288,116
Quiet Man, The (1952) 3,800,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Bonnie and Clyde (1967) 72,800,000
Vertigo (1958) 7,024,928
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Glory (1989) 100,326
Usual Suspects, The (1995) 1,120,000
Babe (1995) 66,600,000
Amadeus (1984) 23,401,401
Crimson Tide (1995) 135,266,000
Dave (1993) 93,370,710
Cape Fear (1991) 118,590,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Rudy (1993) 22,750,363
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Old Yeller (1957) 10,050,000
Mouse Hunt (1997) 87,833,050
Firm, The (1993) 686,502
Some Kind of Wonderful (1987) 18,553,948
Liar Liar (1997) 277,327,280
Princess Bride, The (1987) 21,277,649
It Could Happen to You (1994) 37,800,323
When a Man Loves a Woman (1994) 71,968,959
African Queen, The (1951) 4,300,000
Heavy Metal (1981) 9,300,000
In the Line of Fire (1993) 151,314,283
Shawshank Redemption, The (1994) 28,341,469
Fried Green Tomatoes (1991) 117,503,000
Philadelphia (1993) 114,946,440
Sleepless in Seattle (1993) 191,463,006
While You Were Sleeping (1995) 119,964,016
Jumanji (1995) 152,675,249
Pulp Fiction (1994) 84,022,201
Stand by Me (1986) 69,411,304
Cat on a Hot Tin Roof (1958) 26,355,486
Renaissance Man (1994) 24,332,324
Mrs. Doubtfire (1993) 330,200,000
Roman Holiday (1953) 8,000,000
Strange Days (1995) 7,919,000
Raising Arizona (1987) 22,847,564
Outbreak (1995) 99,323,573
Dances with Wolves (1990) 265,746,848
Paris Is Burning (1990) 3,779,620
Wyatt Earp (1994) 25,052,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Love Affair (1994) 18,250,211
What's Love Got to Do with It (1993) 57,350,956
Carlito's Way (1993) 56,948,322
Star Trek: Generations (1994) 111,368,868
Little Women (1994) 75,083,616
Batman Returns (1992) 262,844,850
Terminator 2: Judgment Day (1991) 207,064,802
It's a Wonderful Life (1946) 3,548,018
Forrest Gump (1994) 485,691,196
Star Trek: First Contact (1996) 207,001,027
Bridges of Madison County, The (1995) 105,823,517
Legends of the Fall (1994) 98,628,842
2001: A Space Odyssey (1968) 25,761,621
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Pretty Woman (1990) 260,311,268
Lawrence of Arabia (1962) 20,652,481
Giant (1956) 14,169,928
Star Trek IV: The Voyage Home (1986) 124,751,249
Man Without a Face, The (1993) 24,760,338
Cinema Paradiso (1988) 392,045
Average 100,152,151
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