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
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Apollo 13 (1995) 94,378,651
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Monty Python and the Holy Grail (1974) 1,821,082 English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Usual Suspects, The (1995) 1,120,000 Psycho (1960) 43,200,000
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Monty Python and the Holy Grail (1974) 1,821,082 Trainspotting (1996) 16,501,785
Back to the Future (1985) 303,398,294 L.A. Confidential (1997) 64,604,977 Indiana Jones and the Last Crusade (1989) 312,671,806
Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000 Usual Suspects, The (1995) 1,120,000
Average 186,877,900 Average 144,435,260 Average 99,012,381

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
Braveheart (1995) 110,286,945
Hoop Dreams (1994) 7,830,611
It's a Wonderful Life (1946) 3,548,018
Babe (1995) 66,600,000
Die Hard (1988) 116,707,729
Contact (1997) 149,887,543
2001: A Space Odyssey (1968) 25,761,621
Annie Hall (1977) 57,253,791
Princess Bride, The (1987) 21,277,649
Remains of the Day, The (1993) 22,954,968
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Chinatown (1974) 42,400,000
Alien (1979) 42,285,739
Clockwork Orange, A (1971) 38,589,355
Full Metal Jacket (1987) 69,057,676
Aliens (1986) 121,385,096
Star Wars (1977) 731,853,665
Fifth Element, The (1997) 92,897,302
Forrest Gump (1994) 485,691,196
Star Trek: First Contact (1996) 207,001,027
Jerry Maguire (1996) 228,557,864
Fish Called Wanda, A (1988) 93,259,712
Pulp Fiction (1994) 84,022,201
Blade Runner (1982) 1,445,283
Apocalypse Now (1979) 42,606,290
Bob Roberts (1992) 4,479,470
Return of the Jedi (1983) 500,773,409
Shawshank Redemption, The (1994) 28,341,469
Boot, Das (1981) 11,433,134
African Queen, The (1951) 4,300,000
Conspiracy Theory (1997) 111,189,998
Jaws (1975) 199,275,376
Casablanca (1942) 5,806,467
Brazil (1985) 6,500,000
Godfather: Part II, The (1974) 87,973,000
Gandhi (1982) 77,737,889
Strictly Ballroom (1992) 11,738,022
Dante's Peak (1997) 98,728,432
Young Frankenstein (1974) 125,123,000
Schindler's List (1993) 140,409,248
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Dances with Wolves (1990) 265,746,848
Rear Window (1954) 6,759,601
This Is Spinal Tap (1984) 188,751
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Twelve Monkeys (1995) 82,512,000
Manchurian Candidate, The (1962) 4,180,630
Celluloid Closet, The (1995) 1,507,800
When Harry Met Sally... (1989) 134,613,546
Looking for Richard (1996) 1,361,420
Empire Strikes Back, The (1980) 225,554,189
Get Shorty (1995) 103,619,110
Air Force One (1997) 250,384,803
To Kill a Mockingbird (1962) 20,629,846
Beauty and the Beast (1991) 94,902,028
Quiz Show (1994) 24,822,619
Dave (1993) 93,370,710
Vertigo (1958) 7,024,928
GoodFellas (1990) 67,336,394
Toy Story (1995) 133,344,903
Terminator 2: Judgment Day (1991) 207,064,802
Bridge on the River Kwai, The (1957) 50,495,000
Average 98,832,352
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