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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Big Night (1996) 11,881,039
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Big Night (1996) 11,881,039 Dead Man Walking (1995) 39,025,000 To Kill a Mockingbird (1962) 20,629,846
Schindler's List (1993) 140,409,248 Leaving Las Vegas (1995) 31,968,347 Apt Pupil (1998) 8,838,938
Dead Man Walking (1995) 39,025,000 Titanic (1997) 600,779,824 Raise the Red Lantern (1991) 2,603,061
Leaving Las Vegas (1995) 31,968,347 Schindler's List (1993) 140,409,248 Usual Suspects, The (1995) 1,120,000
Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134 Everyone Says I Love You (1996) 9,714,482
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Dead Man Walking (1995) 39,025,000
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 It's a Wonderful Life (1946) 3,548,018
Boot, Das (1981) 11,433,134 Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248
Average 81,349,856 Average 153,462,225 Average 23,867,060

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
Secret of Roan Inish, The (1994) 6,101,600
Persuasion (1995) 5,462,325
Remains of the Day, The (1993) 22,954,968
Amadeus (1984) 23,401,401
Full Monty, The (1997) 45,857,453
North by Northwest (1959) 19,977,527
Washington Square (1997) 1,710,693
Ulee's Gold (1997) 9,054,736
Young Frankenstein (1974) 125,123,000
Chasing Amy (1997) 12,006,514
Brazil (1985) 6,500,000
Manchurian Candidate, The (1962) 4,180,630
Kundun (1997) 5,532,301
Bringing Up Baby (1938) 10,863
Waiting for Guffman (1996) 2,892,582
Secrets & Lies (1996) 13,417,292
Three Colors: White (1994) 1,464,625
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Ruby in Paradise (1993) 1,001,437
Ma vie en rose (My Life in Pink) (1997) 2,280,573
Ed Wood (1994) 5,887,457
Jude (1996) 405,144
Shadowlands (1993) 25,842,000
Singin' in the Rain (1952) 7,665,000
Harriet the Spy (1996) 26,539,321
Lone Star (1996) 13,269,963
My Favorite Year (1982) 20,123,620
Priest (1994) 4,176,932
Rear Window (1954) 6,759,601
Paris, Texas (1984) 2,164,507
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Bridge on the River Kwai, The (1957) 50,495,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Lawrence of Arabia (1962) 20,652,481
Casablanca (1942) 5,806,467
Citizen Kane (1941) 1,640,769
Madness of King George, The (1994) 15,238,994
Mr. Smith Goes to Washington (1939) 1,500,000
Jane Eyre (1996) 5,173,860
Secret Garden, The (1993) 30,000,000
African Queen, The (1951) 4,300,000
Vertigo (1958) 7,024,928
Bullets Over Broadway (1994) 13,383,737
Twelve Monkeys (1995) 82,512,000
To Live (Huozhe) (1994) 2,332,728
Mary Poppins (1964) 133,300,000
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Enchanted April (1991) 13,200,170
Local Hero (1983) 5,767,363
Monty Python's Life of Brian (1979) 646,124
Sense and Sensibility (1995) 62,493,774
Fargo (1996) 24,611,975
Angels and Insects (1995) 5,304,000
Once Were Warriors (1994) 2,201,126
My Left Foot (1989) 14,743,391
Tango Lesson, The (1997) 1,026,402
Burnt By the Sun (1994) 2,616,503
Rosencrantz and Guildenstern Are Dead (1990) 739,104
High Noon (1952) 7,150,000
E.T. the Extra-Terrestrial (1982) 259,597,332
It Happened One Night (1934) 2,000,000
Postino, Il (1994) 20,681,301
Strictly Ballroom (1992) 11,738,022
Blade Runner (1982) 1,445,283
Shine (1996) 53,830,909
Contact (1997) 149,887,543
Beautiful Thing (1996) 1,449,934
Nobody's Fool (1994) 57,487,686
Children of the Revolution (1996) 830,608
Some Kind of Wonderful (1987) 18,553,948
Welcome to the Dollhouse (1995) 4,429,002
Notorious (1946) 12,800,000
Heavenly Creatures (1994) 3,049,135
Shall We Dance? (1996) 9,676,677
Three Colors: Red (1994) 4,043,686
Henry V (1989) 10,161,099
Star Wars (1977) 731,853,665
English Patient, The (1996) 111,415,132
Grosse Pointe Blank (1997) 28,014,536
FairyTale: A True Story (1997) 14,036,249
Daytrippers, The (1996) 2,084,559
Piano, The (1993) 40,158,000
Ulee's Gold (1997) 9,054,736
Three Colors: Blue (1993) 1,324,974
Muriel's Wedding (1994) 15,185,594
Killing Fields, The (1984) 50,509,720
Diva (1981) 108,372
Chasing Amy (1997) 12,006,514
All About Eve (1950) 4,210,177
Sirens (1994) 7,770,731
My Fair Lady (1964) 42,805,000
Gattaca (1997) 12,339,633
Vanya on 42nd Street (1994) 1,746,050
Delicatessen (1991) 1,794,187
Raising Arizona (1987) 22,847,564
Philadelphia Story, The (1940) 3,000,000
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Antonia's Line (1995) 4,823,217
Ice Storm, The (1997) 7,837,632
Much Ado About Nothing (1993) 22,551,000
Monty Python and the Holy Grail (1974) 1,821,082
Margaret's Museum (1995) 524,963
Gigi (1958) 13,208,725
Breaking the Waves (1996) 4,040,691
Sweet Hereafter, The (1997) 3,252,652
Better Off Dead... (1985) 10,297,601
What's Eating Gilbert Grape (1993) 9,170,214
Jean de Florette (1986) 4,940,939
Return of the Jedi (1983) 500,773,409
Cinema Paradiso (1988) 392,045
Gandhi (1982) 77,737,889
Babe (1995) 66,600,000
Rosewood (1997) 13,104,494
Eat Drink Man Woman (1994) 7,294,403
Carrington (1995) 3,242,342
Richard III (1995) 2,600,000
Michael Collins (1996) 11,085,316
Hamlet (1996) 4,414,535
Eve's Bayou (1997) 14,821,531
Dead Man (1995) 1,025,488
Brassed Off (1996) 2,560,471
Emma (1996) 22,201,883
Average 29,544,297
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