Question: which albulm is Rihanna's previous singles in 

Context paragraphs:
The Singles (2007 The Clash album): A new version of The Clash's previous singles compilation The Singles or "Singles Box", this compilation presents a stripped down view of the singles of The Clash's career, not including any of the B-sides incorporated into the release of the earlier collection and compiled onto a single disc.

Roc Me Out: "Roc Me Out" is a song recorded by Barbadian recording artist Rihanna for her sixth studio album "Talk That Talk" (2011).  It was written by Ester Dean, Robert Swire, Gareth McGrillen, Mikkel S. Eriksen and Tor Erik Hermansen.  The track was produced by StarGate (Eriksen and Hermansen) and Knife Party (Swire and McGrillen).  "Roc Me Out" is a synthpop-influenced R&B song reminiscent of Rihanna's previous singles "Rude Boy" and "S&M".  It is set in "chugging" tempo and features heavy synths, "contagious" hooks and West Indian nuances.  Lyrically, the song features Rihanna sexually seducing her lover, while revealing her "nasty secrets".  Contemporary music critics were divided in their reviews of "Roc Me Out"; some of them labeled the song as a highlight on the album, while others criticized its similarity to Rihanna's previous singles.  Upon the release of "Talk That Talk", the song debuted on the lower regions of the singles charts in South Korea and the United Kingdom at number 73 and 176 respectively.

Fading (song): "Fading" is a song by Barbadian recording artist Rihanna from her fifth studio album, "Loud" (2010).  The song was written by Jamal Jones and Ester Dean, whilst production of the song was completed by Jones under his production name, Polow da Don.  Musically, the song samples Irish instrumentalist and singer-songwriter Enya' s "One by One", whilst lyrically, the song is about leaving a man in a relationship.  After "Loud" had strong digital download sales in the United Kingdom, "Fading" charted at number 187 on that country's singles chart in November 2010.  The song received generally positive reviews from music critics, who praised da Don's production, but one critic criticized Rihanna for copying herself and failing to create something different.  Some critics also compared it to one of Rihanna's previous singles, "Take A Bow".  The song has also been performed on select dates of the Loud Tour (2011).

Inside Out (Britney Spears song): "Inside Out" is a song by American recording artist Britney Spears, included on her seventh studio album "Femme Fatale" (2011).  It was written by Lukasz Gottwald, Jacob Kasher Hindlin, Mathieu Jomphe, Max Martin and Bonnie McKee whilst production was handled by Dr. Luke, Max Martin and Billboard.  Musically, "Inside Out" is an electropop song that uses elements of dubstep and R&B, and has been compared to Spears' previous material on previous albums "In the Zone" and "Circus", as well as the work of Madonna.  Lyrically, the song has been described as a "sexy break-up song", while making references to her previous singles "...Baby One More Time" and "(You Drive Me) Crazy".  The song received generally positive reviews from music critics, who commended its production.  Due to strong digital sales of the album, "Inside Out" peaked at number fifty-nine on South Korea's Gaon International Chart.

Diamonds (Rihanna song): "Diamonds" is a song recorded by Barbadian singer Rihanna for her seventh studio album, "Unapologetic" (2012).  It was written by Sia Furler together with its producers, Benny Blanco and StarGate.  The song premiered on September 26, 2012, during the "Elvis Duran and the Morning Show" and was digitally released the following day as the lead single from "Unapologetic".  Def Jam Recordings serviced the single to contemporary hit radio in the United States on October 2.  "Diamonds" is a mid-tempo pop, electronic and R&B ballad that features heavy synthesizers, orchestral sounds and electronic rhythms.  The song's lyrics serve as a departure from the themes of unhealthy relationships that were on Rihanna's previous singles and contain a prominent concept of love.

S&amp;M (song): "S&M" is a song by Barbadian singer Rihanna from her fifth studio album, "Loud" (2010).  The song was released on January 21, 2011, as the fourth single from the album.  The American songwriter Ester Dean wrote "S&M" in collaboration with the producers Stargate and Sandy Vee.  Backed by bass beats, a keyboard and guitars, it is an uptempo hi-NRG-Eurodance track with lyrics that revolve around sexual intercourse, sadomasochism, bondage, and fetishes.

Alone with You (Texas song): "Alone With You" was the third and last single to be lifted from Scottish band Texas' "Mothers Heaven" album.  It fared better than the previous five singles and returned the band to the UK Singles Chart top 40, reaching #32.  This was the first time since their debut single "I Don't Want a Lover" in 1989 and may well have been helped by the fact that the main CD single contained both "I Don't Want a Lover" and two previous singles.

Too Much (Bros song): "Too Much" is a 1989 song by Bros released as the first and most successful single from their album "The Time".  It was certified silver in the UK and reached no. 2 on the U.K. Singles Chart like Drop The Boy & When Will I Be Famous? , two of Bros' previous singles.  It was Bros' last top 5 single in the UK.  It had more of a rock sound to it as opposed to Bros' previous work.

Geh nicht wenn du kommst: "Geh nicht wenn du kommst" (English: "Don't Leave If You Come" ) is a song by Austrian recording artist Christina Stürmer.  It was written by Hannes Strasser and produced by Alexander Kahr for her debut studio album "Freier Fall" (2003).  Released as the album's second single, the song was not as well-received as her previous single, "Ich lebe", but it did reach number five on the Austrian Singles Chart.  As with most of Stürmer's previous singles, "Geh nicht wenn du kommst" was later re-recorded for her international debut album, "Schwarz Weiss", released in 2005.

Step It Up (song): "Step It Up" is a hit single by British group Stereo MCs.  It charted higher than previous singles "Connected" and "Ground Level".  "Step It Up" peaked at #12 on the UK Singles Chart.  The song also peaked at #13 on the New Zealand singles chart, #87 on the Australian ARIA singles chart, and appeared in the 1993 comedy film "Wayne's World 2" and the 1996 compilation album "The Beautiful Game".

Supporting paragraphs: Roc Me Out S&amp;M (song)
Answer: "Loud" (2010)