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 Postino, Il (1994) 20,681,301
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514
Entertaining Angels: The Dorothy Day Story (1996) 711,872 Contact (1997) 149,887,543 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Postino, Il (1994) 20,681,301 Titanic (1997) 600,779,824 Boogie Nights (1997) 26,384,919
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Monty Python and the Holy Grail (1974) 1,821,082
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Leaving Las Vegas (1995) 31,968,347 Silence of the Lambs, The (1991) 137,332,208
Titanic (1997) 600,779,824 Postino, Il (1994) 20,681,301 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Boogie Nights (1997) 26,384,919 Safe (1995) 512,245
Ulee's Gold (1997) 9,054,736 Return of the Jedi (1983) 500,773,409 Sweet Hereafter, The (1997) 3,252,652
Silence of the Lambs, The (1991) 137,332,208 Boot, Das (1981) 11,433,134 Usual Suspects, The (1995) 1,120,000
Average 189,736,266 Average 237,747,106 Average 29,635,105

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
Being There (1979) 30,177,511
When the Cats Away (Chacun cherche son chat) (1996) 1,652,472
L.A. Confidential (1997) 64,604,977
Philadelphia Story, The (1940) 3,000,000
Emma (1996) 22,201,883
Manny & Lo (1996) 502,313
Shine (1996) 53,830,909
To Kill a Mockingbird (1962) 20,629,846
Bronx Tale, A (1993) 17,266,971
Cinema Paradiso (1988) 392,045
Lamerica (1994) 438,483
Kiss Me, Guido (1997) 1,828,284
Boys Life (1995) 624,573
English Patient, The (1996) 111,415,132
Lone Star (1996) 13,269,963
Eat Drink Man Woman (1994) 7,294,403
Singin' in the Rain (1952) 7,665,000
Death and the Maiden (1994) 2,104,000
Philadelphia (1993) 114,946,440
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Full Monty, The (1997) 45,857,453
Raising Arizona (1987) 22,847,564
Persuasion (1995) 5,462,325
Waiting for Guffman (1996) 2,892,582
Donnie Brasco (1997) 60,851,988
On Golden Pond (1981) 80,430,967
Young Frankenstein (1974) 125,123,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Amadeus (1984) 23,401,401
Piano, The (1993) 40,158,000
Remains of the Day, The (1993) 22,954,968
Breaking the Waves (1996) 4,040,691
Cat on a Hot Tin Roof (1958) 26,355,486
Bullets Over Broadway (1994) 13,383,737
Dances with Wolves (1990) 265,746,848
Fargo (1996) 24,611,975
What's Eating Gilbert Grape (1993) 9,170,214
Nobody's Fool (1994) 57,487,686
American in Paris, An (1951) 12,505,000
Ran (1985) 113,948
Kundun (1997) 5,532,301
Big Lebowski, The (1998) 17,439,163
Ridicule (1996) 2,503,829
A Chef in Love (1996) 603,957
Babe (1995) 66,600,000
Sunset Blvd. (1950) 7,500,000
James and the Giant Peach (1996) 28,900,101
Daytrippers, The (1996) 2,084,559
Unbearable Lightness of Being, The (1988) 10,006,806
All About Eve (1950) 4,210,177
Unstrung Heroes (1995) 7,929,241
Fried Green Tomatoes (1991) 117,503,000
Caught (1996) 204,189
Six Degrees of Separation (1993) 6,410,676
Star Maker, The (Uomo delle stelle, L') (1995) 116,797
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Some Mother's Son (1996) 608,032
Welcome to the Dollhouse (1995) 4,429,002
Blue Sky (1994) 3,359,465
I'm Not Rappaport (1996) 222,525
Shadowlands (1993) 25,842,000
Portrait of a Lady, The (1996) 3,692,836
Reckless (1995) 103,351
City Hall (1996) 20,200,000
Big Night (1996) 11,881,039
Farewell My Concubine (1993) 5,216,888
Ice Storm, The (1997) 7,837,632
Quiet Man, The (1952) 3,800,000
Wag the Dog (1997) 43,022,524
Gandhi (1982) 77,737,889
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Washington Square (1997) 1,710,693
Grosse Pointe Blank (1997) 28,014,536
Schindler's List (1993) 140,409,248
My Fair Lady (1964) 42,805,000
Dave (1993) 93,370,710
Widows' Peak (1994) 6,243,722
Everyone Says I Love You (1996) 9,714,482
Bob Roberts (1992) 4,479,470
Truth About Cats & Dogs, The (1996) 34,073,143
Casablanca (1942) 5,806,467
Clueless (1995) 75,525,013
Sophie's Choice (1982) 19,962,353
Mr. Holland's Opus (1995) 119,078,097
Mighty Aphrodite (1995) 6,700,000
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
In the Bleak Midwinter (1995) 346,839
Priest (1994) 4,176,932
Enchanted April (1991) 13,200,170
Shall We Dance? (1996) 9,676,677
Richard III (1995) 2,600,000
Sense and Sensibility (1995) 62,493,774
Glengarry Glen Ross (1992) 10,725,228
Brassed Off (1996) 2,560,471
Ice Storm, The (1997) 7,837,632
Looking for Richard (1996) 1,361,420
Streetcar Named Desire, A (1951) 4,414,474
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Chinatown (1974) 42,400,000
Citizen Kane (1941) 1,640,769
Dead Man Walking (1995) 39,025,000
Kolya (1996) 5,730,711
Henry V (1989) 10,161,099
Raise the Red Lantern (1991) 2,603,061
Secrets & Lies (1996) 13,417,292
Marvin's Room (1996) 12,782,508
Mrs. Dalloway (1997) 3,263,672
American President, The (1995) 95,000,000
Deconstructing Harry (1997) 10,569,071
Dial M for Murder (1954) 3,012,562
My Fellow Americans (1996) 22,294,341
Average 25,319,667
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