112 research outputs found
A Two-stage Flow-based Intrusion Detection Model ForNext-generation Networks
- Author
- A Satoh
- A Sperotto
- A Sperotto
- AA Olusola
- B Claise
- B Schölkopf
- C Kolias
- C Xia
- HJ Liao
- I Kang
- K Knightson
- KA Costa
- M Amer
- M Nassar
- MF Umer
- MF Umer
- MF Umer
- Mh Chen
- MM Van Hulle
- Muhammad Fahad Umer
- Muhammad Sher
- P Casas
- P Garcia-Teodoro
- S Chebrolu
- S Sun
- SS Khan
- SS Khan
- T Bhattasali
- T Janevski
- Y Abuadlla
- Y Kanda
- Y Xiao
- Yaxin Bi
- Yongtang Shi
- Publication venue
- 'Public Library of Science (PLoS)'
- Publication date
- 01/01/2018
- Field of study
The next-generation network provides state-of-the-art access-independent services over converged mobile and fixed networks. Security in the converged network environment is a major challenge. Traditional packet and protocol-based intrusion detection techniques cannot be used in next-generation networks due to slow throughput, low accuracy and their inability to inspect encrypted payload. An alternative solution for protection of next-generation networks is to use network flow records for detection of malicious activity in the network traffic. The network flow records are independent of access networks and user applications. In this paper, we propose a two-stage flow-based intrusion detection system for next-generation networks. The first stage uses an enhanced unsupervised one-class support vector machine which separates malicious flows from normal network traffic. The second stage uses a self-organizing map which automatically groups malicious flows into different alert clusters. We validated the proposed approach on two flow-based datasets and obtained promising results
Prevalence and demographics of anxiety disorders: a snapshot from a community health centre in Pakistan
- Author
- A Mykletun
- A Waheed
- A Winkvist
- AA Gadit
- Abdullah Khan
- Affan Umer
- Ahmed Itrat
- American Psychiatric Association
- AS Zigmond
- B Robertson
- BS Ali
- C Murray
- DB Mumford
- F Rabbani
- Haider Naqvi
- Hassan Khan
- I Bjelland
- I Mirza
- Institute of Medicine
- J Orley
- M Hollifield
- MA Abas
- Mahwash Kamal
- MH Mubbashar
- MM Ohayon
- Muhammad A Khan
- N Schmitz
- Population Division
- R Desjarlis
- RC Kessler
- Roha Khalid
- S Freud
- Saira Kalia
- Salman Khalid
- Sanniya Javed
- Sunniya Javed
- U Niaz
- Publication venue
- BioMed Central
- Publication date
- 01/01/2007
- Field of study
<p>Abstract</p> <p>Background</p> <p>The developing world is faced with a high burden of anxiety disorders. The exact prevalence of anxiety disorders in Pakistan is not known. There is a need to develop an evidence base to aid policy development on tackling anxiety and depressive disorders in the country. This is the first pilot study to address the prevalence of anxiety disorders and their association with sociodemographic factors in Pakistan.</p> <p>Methods</p> <p>A cross-sectional study was conducted among people visiting Aga Khan University Hospital (AKUH), a tertiary care facility in Karachi, Pakistan. The point prevalence of anxiety amongst the sample population, which comprised of patients and their attendants, excluding all health care personnel, was assessed using the validated Urdu version of the Hospital Anxiety and Depression Scale (HADS). The questionnaire was administered to 423 people. Descriptive statistics were performed for mean scores and proportions.</p> <p>Results</p> <p>The mean anxiety score of the population was 5.7 ± 3.86. About 28.3% had borderline or pathological anxiety. The factors found to be independently predicted with anxiety were, female sex (odds ratio (OR) = 2.14, 95% CI 1.36–3.36, p = 0.01); physical illness (OR = 1.67, 95% CI 1.06–2.64, p = 0.026); and psychiatric illness (OR = 1.176, 95% CI 1.0–3.1, p = 0.048). In the final multivariate model, female sex (adjusted odds ratio (AOR) = 2, 95% CI 1.28–3.22) and physical illness (AOR = 1.56, 95% CI 0.97–2.48) were found to be significant.</p> <p>Conclusion</p> <p>Further studies via nationally representative surveys need to be undertaken to fully grasp the scope of this emerging public health issue in Pakistan.</p
A multi-biometric iris recognition system based on a deep learning approach
- Author
- A Das
- A Kumar
- A Ross
- AA Kerim
- Alaa S. Al-Waisy
- AR Syafeeza
- B Abibullaev
- C Li
- D Menotti
- DC Ciresan
- F Jan
- H AlMahafzah
- H Khiyari El
- H Mehrotra
- H Proenc
- J Duchi
- JG Daugman
- K Hajari
- K Roy
- L Deng
- L Masek
- M Elgamal
- M Mahlouji
- M Vatsa
- MK Pawar
- MM Monwar
- N Srivastava
- PR Nalla
- R Duda
- R Gad
- R Hentati
- R Salakhutdinov
- R Zeng
- Rami Qahwaji
- RH Abiyev
- RM Costa Da
- RP Wildes
- S Ding
- S Lim
- S Umer
- SA Sahmoud
- Shumoos Al-Fahdawi
- SS Dhage
- Stanley Ipson
- T Tan
- Tarek A. M. Nagem
- WW Boles
- X Ren
- Y Bengio
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 24/10/2017
- Field of study
YesMultimodal biometric systems have been widely
applied in many real-world applications due to its ability to
deal with a number of significant limitations of unimodal
biometric systems, including sensitivity to noise, population
coverage, intra-class variability, non-universality, and
vulnerability to spoofing. In this paper, an efficient and
real-time multimodal biometric system is proposed based
on building deep learning representations for images of
both the right and left irises of a person, and fusing the
results obtained using a ranking-level fusion method. The
trained deep learning system proposed is called IrisConvNet
whose architecture is based on a combination of Convolutional
Neural Network (CNN) and Softmax classifier to
extract discriminative features from the input image without
any domain knowledge where the input image represents
the localized iris region and then classify it into one of N
classes. In this work, a discriminative CNN training scheme
based on a combination of back-propagation algorithm and
mini-batch AdaGrad optimization method is proposed for
weights updating and learning rate adaptation, respectively.
In addition, other training strategies (e.g., dropout method,
data augmentation) are also proposed in order to evaluate
different CNN architectures. The performance of the proposed
system is tested on three public datasets collected
under different conditions: SDUMLA-HMT, CASIA-Iris-
V3 Interval and IITD iris databases. The results obtained
from the proposed system outperform other state-of-the-art
of approaches (e.g., Wavelet transform, Scattering transform,
Local Binary Pattern and PCA) by achieving a Rank-1 identification rate of 100% on all the employed databases
and a recognition time less than one second per person
Observation of the diphoton decay of the Higgs boson and measurement of its properties
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Adair A
- Adam W
- Adams MR
- Adams T
- Adiguzel A
- Adler V
- Adzic P
- Agram J-L
- Ahmad A
- Ahmad M
- Ahuja S
- Akchurin N
- Akgun B
- Akin IV
- Alagoz E
- Albajar C
- Albayrak EA
- Albergo S
- Albrow M
- Alcaraz Maestre J
- Aldaya Martin M
- Alderweireldt S
- Aleksandrov A
- Alexander J
- Alimena J
- Alverson G
- Alves GA
- Amapane N
- Amsler C
- Anagnostou G
- Anastassov A
- Anderson J
- Andrea J
- Andreev V
- Andreev Y
- Andrews W
- Androsov K
- Antonelli L
- Antunovic Z
- Apanasevich L
- Apollinari G
- Appelt E
- Apresyan A
- Apyan A
- Arcidiacono R
- Arenton MW
- Argiro S
- Arneodo M
- Arora S
- Asavapibhop B
- Asawatangtrakuldee C
- Asin I
- Askew A
- Aslanoglou X
- Assran Y
- Ata M
- Attikis A
- Aubin A
- Auffray E
- Autermann C
- Auzinger G
- Avdeeva E
- Avery P
- Avetisyan A
- Avila C
- Azarkin M
- Azhgirey I
- Aziz T
- Azzi P
- Azzolini V
- Azzurri P
- Baarmand MM
- Babb J
- Baber M
- Bacchetta N
- Bachmair F
- Bachtis M
- Baden A
- Baffioni S
- Bagliesi G
- Bahtiyar H
- Baillon P
- Bainbridge R
- Bakhshiansohi H
- Bakirci MN
- Ball AH
- Ban Y
- Banerjee S
- Banerjee S
- Bansal M
- Bansal S
- Barbagli G
- Barberis E
- Barbieri R
- Barbone L
- Barfuss AF
- Bargassa P
- Barge D
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- Barker A
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- Barnes VE
- Barnett BA
- Barney D
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- Barth C
- Bartosik N
- Basegmez S
- Battilana C
- Bauer G
- Bauerdick LAT
- Baumgartel D
- Baus C
- Bayshev I
- Bazterra VE
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- Beauceron S
- Beaudette F
- Beaupere N
- Beernaert K
- Behnamian H
- Behr J
- Behrenhoff W
- Behrens U
- Beirão Da Cruz E Silva C
- Belforte S
- Beliy N
- Belknap DA
- Bell AJ
- Bell KW
- Bellan R
- Beluffi C
- Belyaev A
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- Benaglia A
- Bencze G
- Bendavid J
- Benedetti D
- Benelli G
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- Beni N
- Benitez JF
- Benucci L
- Benussi L
- Benvenuti AC
- Beranek S
- Beretvas A
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- Bernardes CA
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- Berry E
- Berryhill J
- Bertl W
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- Betchart B
- Bethani A
- Betts RR
- Bhardwaj A
- Bhat PC
- Bhatnagar V
- Bhattacharya S
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- Chauhan S
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- Cherepanov V
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- Clerbaux B
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- Cooper SI
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- Crucy S
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- Cutajar M
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- D Agnolo RT
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- Da Costa EM
- Da Silveira GG
- Dabrowski A
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- Dalchenko M
- Dall Osso M
- Dallavalle GM
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- de Trocóniz JF
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- Degano A
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- Del Re D
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- Delannoy AG
- Delgado Peris A
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- Dermenev A
- Descroix A
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- Di Giovanni GP
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- Di Marco E
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- Diemoz M
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- Dietz C
- Dietz-Laursonn E
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- Dinardo ME
- Dishaw A
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- Domínguez Vázquez D
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- Dragicevic M
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- Dugad S
- Duggan D
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- Dunne P
- Dupont-Sagorin N
- Duric S
- Durkin LS
- Duru F
- Dutta D
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- Dünser M
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- Ecklund KM
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- Haj Ahmad W
- Hajdu C
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- Hall-Wilton R
- Haller J
- Hamel de Monchenault G
- Hammad GH
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- Hanson G
- Harder K
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- Harris RM
- Hartl C
- Hartmann F
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- Hatakeyama K
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- Hauser J
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- Haytmyradov M
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- Hebda P
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- Heilman J
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- Hempel M
- Henderson C
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- Heredia-de La Cruz I
- Hernandez JM
- Herndon M
- Hervé A
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- Hoepfner K
- Hoffmann M
- Hofman DJ
- Hohlmann M
- Hollar J
- Holzner A
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- Hooberman B
- Hoorani HR
- Horisberger R
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- Horvath D
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- Hou W-S
- Hreus T
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- Hugon J
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- Husemann U
- Härkönen J
- Höing RS
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- Iashvili I
- Iaydjiev P
- Ignatenko M
- Iiyama Y
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- Incandela J
- Ingram Q
- Innocente V
- Iorio AOM
- Isildak B
- Ivanov A
- Ivanov Y
- Ivova Rikova M
- Jacob J
- Jafari A
- Jain S
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- Jandir P
- Janot P
- Janssen X
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- Jessop C
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- Zumerle G
- Zuranski A
- Publication venue
- Publication date
- 01/01/2014
- Field of study
Peer reviewe
Study of double parton scattering using W+2-jet events in proton-proton collisions at √s=7 TeV
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdelalim AA
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Acosta MV
- Adair A
- Adam W
- Adams MR
- Adams T
- Adiguzel A
- Adler V
- Adzic P
- Agram J-L
- Aguilar-Benitez M
- Ahmad M
- Ahmad WH
- Ahuja S
- Akchurin N
- Akgun B
- Akgun U
- Akin IV
- Alagoz E
- Albajar C
- Albayrak EA
- Albergo S
- Albrow M
- Alcaraz Maestre J
- Alda Junior WL
- Alderweireldt S
- Alexander J
- Aliev T
- Alimena J
- Alvarez JDR
- Alverson G
- Alves GA
- Amapane N
- Amsler C
- Anagnostou G
- Anastassov A
- Anderson J
- Andrea J
- Andreev V
- Andreev V
- Andreev Y
- Andrews W
- Androsov K
- Antonelli L
- Antunovic Z
- Apanasevich L
- Apollinari G
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- Apresyan A
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- Arfaei H
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- Publication venue
- Publication date
- 01/01/2013
- Field of study
Peer reviewe
Search for new physics in the multijet and missing transverse momentum final state in proton-proton collisions at √s=8 Tev
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdelalim AA
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Acosta MV
- Adair A
- Adam W
- Adams MR
- Adams T
- Adiguzel A
- Adler V
- Adzic P
- Afanasiev S
- Agram J-L
- Aguilar-Benitez M
- Ahmad M
- Ahmad WH
- Ahuja S
- Akchurin N
- Akgun B
- Akgun U
- Akin IV
- Alagoz E
- Albajar C
- Albayrak EA
- Albergo S
- Albrow M
- Alcaraz Maestre J
- Alda Junior WL
- Alderweireldt S
- Alexander J
- Aliev T
- Alimena J
- Alvarez JDR
- Alverson G
- Alves GA
- Amapane N
- Amsler C
- Anagnostou G
- Anastassov A
- Anderson J
- Andrea J
- Andreev V
- Andreev V
- Andreev Y
- Andrews W
- Androsov K
- Antonelli L
- Antunes JR
- Antunovic Z
- Apanasevich L
- Apollinari G
- Appelt E
- Apresyan A
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- Arcidiacono R
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- Arfaei H
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- Asin I
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- Attikis A
- Auffray E
- Autermann C
- Auzinger G
- Avdeeva E
- Avery P
- Avetisyan A
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- Azhgirey I
- Aziz T
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- Azzolini V
- Azzurri P
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- Publication venue
- Publication date
- 01/01/2014
- Field of study
Peer reviewe
Precise determination of the mass of the Higgs boson and tests of compatibility of its couplings with the standard model predictions using proton collisions at 7 and 8 TeV
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Adair A
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- Adams JR
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- Publication venue
- Publication date
- 01/01/2014
- Field of study
Peer reviewe
Measurement of Higgs boson production and properties in the WW decay channel with leptonic final states
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdelalim AA
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Acosta MV
- Adair A
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- Publication venue
- Publication date
- 01/12/2013
- Field of study
Peer reviewe
Measurements of the tt¯ charge asymmetry using the dilepton decay channel in pp collisions at √s=7 TeV
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdelalim AA
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Acosta MV
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- Zalewski P
- Zanetti A
- Zanetti M
- Zarubin A
- Zeinali M
- Zeise M
- Zenz SC
- Zeuner WD
- Zeyrek M
- Zhang J
- Zhang L
- Zheng Y
- Zhokin A
- Zhu RY
- Zhukov V
- Zhukova V
- Zielinski M
- Zito G
- Zotto P
- Zou W
- Zsigmond AJ
- Zucchetta A
- Zuranski A
- Publication venue
- Publication date
- 01/01/2014
- Field of study
Peer reviewe
Measurement of the production cross section ratio σ(χb2(1P))/σ(χb1(1P))in pp collisions at √s=8TeV
- Author
- Abbaneo D
- Abbiendi G
- Abbrescia M
- Abdullin S
- Abdulsalam A
- Acosta D
- Acosta JG
- Adair A
- Adam W
- Adams MR
- Adams T
- Adiguzel A
- Adler V
- Adzic P
- Agram J-L
- Ahmad A
- Ahmad M
- Ahuja S
- Akchurin N
- Akgun B
- Akin IV
- Albajar C
- Albayrak EA
- Albergo S
- Albrow M
- Alcaraz Maestre J
- Aldaya Martin M
- Alderweireldt S
- Aldá Júnior WL
- Aleksandrov A
- Alexander J
- Alimena J
- Alverson G
- Alves GA
- Amapane N
- Amsler C
- Anagnostou G
- Anderson J
- Andrea J
- Andreev V
- Andreev Y
- Andrews W
- Androsov K
- Antonelli L
- Antunovic Z
- Apanasevich L
- Apollinari G
- Appelt E
- Apresyan A
- Apyan A
- Arcidiacono R
- Arenton MW
- Argiro S
- Arneodo M
- Arora S
- Asavapibhop B
- Asawatangtrakuldee C
- Asin I
- Askew A
- Aslanoglou X
- Assran Y
- Ata M
- Attikis A
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- Auzinger G
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- Bagliesi G
- Bahtiyar H
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- Bakirci MN
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- Publication venue
- Elsevier
- Publication date
- 01/01/2014
- Field of study
A measurement of the production cross section ratio σ(χb2(1P))/σ(χb1(1P))σ(χb2(1P))/σ(χb1(1P)) is presented. The χb1(1P)χb1(1P) and χb2(1P)χb2(1P) bottomonium states, promptly produced in pp collisions at View the MathML sources=8 TeV, are detected by the CMS experiment at the CERN LHC through their radiative decays χb1,2(1P)→ϒ(1S)+γχb1,2(1P)→ϒ(1S)+γ. The emitted photons are measured through their conversion to e+e−e+e− pairs, whose reconstruction allows the two states to be resolved. The ϒ(1S)ϒ(1S) is measured through its decay to two muons. An event sample corresponding to an integrated luminosity of 20.7 fb−120.7 fb−1 is used to measure the cross section ratio in a phase-space region defined by the photon pseudorapidity, |ηγ|<1.0|ηγ|<1.0; the ϒ(1S)ϒ(1S) rapidity, |yϒ|<1.5|yϒ|<1.5; and the ϒ(1S)ϒ(1S) transverse momentum, View the MathML source7<pTϒ<40 GeV. The cross section ratio shows no significant dependence on the ϒ(1S)ϒ(1S) transverse momentum, with a measured average value of View the MathML source0.85±0.07(stat+syst)±0.08(BF), where the first uncertainty is the combination of the experimental statistical and systematic uncertainties and the second is from the uncertainty in the ratio of the χbχb branching fractions
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