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 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 To Kill a Mockingbird (1962) 20,629,846
Citizen Kane (1941) 1,640,769 Fargo (1996) 24,611,975 Psycho (1960) 43,200,000
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Cool Hand Luke (1967) 7,300,000
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Brazil (1985) 6,500,000
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Empire Strikes Back, The (1980) 225,554,189
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Empire Strikes Back, The (1980) 225,554,189 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
To Kill a Mockingbird (1962) 20,629,846 Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Chinatown (1974) 42,400,000
Pulp Fiction (1994) 84,022,201 Princess Bride, The (1987) 21,277,649 High Noon (1952) 7,150,000
Average 165,949,680 Average 229,088,185 Average 63,555,011

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
Some Like It Hot (1959) 33,300,000
Glory (1989) 100,326
Charade (1963) 6,209,420
Star Trek: The Wrath of Khan (1982) 118,633,541
Mr. Holland's Opus (1995) 119,078,097
North by Northwest (1959) 19,977,527
Manchurian Candidate, The (1962) 4,180,630
Vertigo (1958) 7,024,928
Lawrence of Arabia (1962) 20,652,481
All About Eve (1950) 4,210,177
Bridge on the River Kwai, The (1957) 50,495,000
My Fair Lady (1964) 42,805,000
Babe (1995) 66,600,000
Rear Window (1954) 6,759,601
Amadeus (1984) 23,401,401
Singin' in the Rain (1952) 7,665,000
Star Trek: First Contact (1996) 207,001,027
Terminator 2: Judgment Day (1991) 207,064,802
Die Hard (1988) 116,707,729
Mary Poppins (1964) 133,300,000
Casablanca (1942) 5,806,467
Average 57,189,197
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