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
Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945
Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975
Monty Python and the Holy Grail (1974) 1,821,082 Monty Python and the Holy Grail (1974) 1,821,082 Godfather: Part II, The (1974) 87,973,000
Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000 Lion King, The (1994) 188,740,944
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 When Harry Met Sally... (1989) 134,613,546
Godfather: Part II, The (1974) 87,973,000 Casablanca (1942) 5,806,467 Men in Black (1997) 367,992,228
Psycho (1960) 43,200,000 Boot, Das (1981) 11,433,134 North by Northwest (1959) 19,977,527
North by Northwest (1959) 19,977,527 Men in Black (1997) 367,992,228 Usual Suspects, The (1995) 1,120,000
Citizen Kane (1941) 1,640,769 Air Force One (1997) 250,384,803 African Queen, The (1951) 4,300,000
To Kill a Mockingbird (1962) 20,629,846 L.A. Confidential (1997) 64,604,977 Jerry Maguire (1996) 228,557,864
Average 31,706,761 Average 94,947,674 Average 116,817,402

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
Glory (1989) 100,326
Dead Poets Society (1989) 144,288,116
Schindler's List (1993) 140,409,248
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Patton (1970) 89,800,000
Apocalypse Now (1979) 42,606,290
Alien (1979) 42,285,739
Bridge on the River Kwai, The (1957) 50,495,000
Terminator 2: Judgment Day (1991) 207,064,802
Brazil (1985) 6,500,000
Hunt for Red October, The (1990) 179,209,868
Godfather, The (1972) 291,702,411
Indiana Jones and the Last Crusade (1989) 312,671,806
Amadeus (1984) 23,401,401
Aladdin (1992) 328,782,825
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Pulp Fiction (1994) 84,022,201
Young Frankenstein (1974) 125,123,000
Empire Strikes Back, The (1980) 225,554,189
Forrest Gump (1994) 485,691,196
It's a Wonderful Life (1946) 3,548,018
Mr. Smith Goes to Washington (1939) 1,500,000
Fish Called Wanda, A (1988) 93,259,712
Benny & Joon (1993) 23,202,734
Star Trek IV: The Voyage Home (1986) 124,751,249
Rear Window (1954) 6,759,601
True Lies (1994) 226,261,000
Lawrence of Arabia (1962) 20,652,481
Die Hard (1988) 116,707,729
Groundhog Day (1993) 103,406,973
This Is Spinal Tap (1984) 188,751
Tombstone (1993) 82,627,065
Good, The Bad and The Ugly, The (1966) 19,000,000
Blade Runner (1982) 1,445,283
Pink Floyd - The Wall (1982) 14,844,106
Top Gun (1986) 256,050,237
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Raising Arizona (1987) 22,847,564
Return of the Jedi (1983) 500,773,409
Hudsucker Proxy, The (1994) 2,869,369
Aliens (1986) 121,385,096
Jackie Chan's First Strike (1996) 14,511,338
Shawshank Redemption, The (1994) 28,341,469
E.T. the Extra-Terrestrial (1982) 259,597,332
Forbidden Planet (1956) 3,000,000
Gandhi (1982) 77,737,889
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Princess Bride, The (1987) 21,277,649
Star Trek: First Contact (1996) 207,001,027
Star Trek: The Wrath of Khan (1982) 118,633,541
Supercop (1992) 16,249,557
Lost World: Jurassic Park, The (1997) 359,161,284
Titanic (1997) 600,779,824
Star Wars (1977) 731,853,665
Contact (1997) 149,887,543
Apollo 13 (1995) 94,378,651
Independence Day (ID4) (1996) 483,359,255
Get Shorty (1995) 103,619,110
Nightmare Before Christmas, The (1993) 22,782,289
Jurassic Park (1993) 563,476,625
Toy Story (1995) 133,344,903
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Killing Fields, The (1984) 50,509,720
Sleeper (1973) 18,344,729
Jaws (1975) 199,275,376
Dances with Wolves (1990) 265,746,848
Silence of the Lambs, The (1991) 137,332,208
Fifth Element, The (1997) 92,897,302
City of Lost Children, The (1995) 1,513,028
Twelve Monkeys (1995) 82,512,000
Back to the Future (1985) 303,398,294
2001: A Space Odyssey (1968) 25,761,621
Average 138,624,740
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