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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Rear Window (1954) 6,759,601
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Amadeus (1984) 23,401,401
Godfather, The (1972) 291,702,411 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Citizen Kane (1941) 1,640,769 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
Rear Window (1954) 6,759,601 Boot, Das (1981) 11,433,134 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Amadeus (1984) 23,401,401 Return of the Jedi (1983) 500,773,409 Vertigo (1958) 7,024,928
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Vertigo (1958) 7,024,928 Dead Man Walking (1995) 39,025,000 Rendezvous in Paris (Rendez-vous de Paris, Les) (1995) 730,099
Big Night (1996) 11,881,039 Amadeus (1984) 23,401,401 Big Night (1996) 11,881,039
Average 141,122,503 Average 195,895,523 Average 30,573,619

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
Kolya (1996) 5,730,711
Sunset Blvd. (1950) 7,500,000
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Cinema Paradiso (1988) 392,045
Roman Holiday (1953) 8,000,000
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Once Were Warriors (1994) 2,201,126
Gandhi (1982) 77,737,889
Unbearable Lightness of Being, The (1988) 10,006,806
Mediterraneo (1991) 4,532,791
Silence of the Lambs, The (1991) 137,332,208
Enchanted April (1991) 13,200,170
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Sense and Sensibility (1995) 62,493,774
To Kill a Mockingbird (1962) 20,629,846
Don Juan DeMarco (1995) 22,200,000
To Live (Huozhe) (1994) 2,332,728
Glory (1989) 100,326
Much Ado About Nothing (1993) 22,551,000
Killing Fields, The (1984) 50,509,720
2001: A Space Odyssey (1968) 25,761,621
Raise the Red Lantern (1991) 2,603,061
Grease (1978) 96,605,260
Hoop Dreams (1994) 7,830,611
Casablanca (1942) 5,806,467
High Noon (1952) 7,150,000
Ben-Hur (1959) 106,992,000
It Happened One Night (1934) 2,000,000
English Patient, The (1996) 111,415,132
Lawrence of Arabia (1962) 20,652,481
Before the Rain (Pred dozhdot) (1994) 763,847
Jane Eyre (1996) 5,173,860
Persuasion (1995) 5,462,325
Emma (1996) 22,201,883
Remains of the Day, The (1993) 22,954,968
Apollo 13 (1995) 94,378,651
Postino, Il (1994) 20,681,301
Gay Divorcee, The (1934) 1,800,000
Local Hero (1983) 5,767,363
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Antonia's Line (1995) 4,823,217
Annie Hall (1977) 57,253,791
Average 26,414,085
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