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
North by Northwest (1959) 19,977,527 Star Wars (1977) 731,853,665 North by Northwest (1959) 19,977,527
Star Wars (1977) 731,853,665 English Patient, The (1996) 111,415,132 Singin' in the Rain (1952) 7,665,000
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Manchurian Candidate, The (1962) 4,180,630
Chinatown (1974) 42,400,000 Schindler's List (1993) 140,409,248 Brazil (1985) 6,500,000
Silence of the Lambs, The (1991) 137,332,208 North by Northwest (1959) 19,977,527 Monty Python and the Holy Grail (1974) 1,821,082
Singin' in the Rain (1952) 7,665,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Chinatown (1974) 42,400,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Big Night (1996) 11,881,039
Lawrence of Arabia (1962) 20,652,481 L.A. Confidential (1997) 64,604,977 Dial M for Murder (1954) 3,012,562
Taxi Driver (1976) 33,669,000 Boot, Das (1981) 11,433,134 Blade Runner (1982) 1,445,283
Annie Hall (1977) 57,253,791 Sense and Sensibility (1995) 62,493,774 Empire Strikes Back, The (1980) 225,554,189
Average 136,315,292 Average 195,223,307 Average 32,443,731

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
All About Eve (1950) 4,210,177
Gay Divorcee, The (1934) 1,800,000
Full Monty, The (1997) 45,857,453
Psycho (1960) 43,200,000
Trainspotting (1996) 16,501,785
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Jean de Florette (1986) 4,940,939
Top Hat (1935) 1,782,000
My Left Foot (1989) 14,743,391
Philadelphia Story, The (1940) 3,000,000
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Rear Window (1954) 6,759,601
Sabrina (1954) 14,000,000
Kolya (1996) 5,730,711
Ridicule (1996) 2,503,829
Vertigo (1958) 7,024,928
Paths of Glory (1957) 899,327
2001: A Space Odyssey (1968) 25,761,621
High Noon (1952) 7,150,000
Pulp Fiction (1994) 84,022,201
Belle de jour (1967) 4,037,017
Casablanca (1942) 5,806,467
Fargo (1996) 24,611,975
Ulee's Gold (1997) 9,054,736
Touch of Evil (1958) 2,237,659
Godfather, The (1972) 291,702,411
To Kill a Mockingbird (1962) 20,629,846
It Happened One Night (1934) 2,000,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Sunset Blvd. (1950) 7,500,000
Beautiful Thing (1996) 1,449,934
Amadeus (1984) 23,401,401
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Some Like It Hot (1959) 33,300,000
Citizen Kane (1941) 1,640,769
Average 28,912,654
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