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| 1 | Deep Learning and Time Series-to-Image Encoding for Financial Forecasting显示文摘In the last decade,market financial forecasting has attracted high interests amongst the researchers in pattern recognition.Usually,the data used for analysing the market,and then gamble on its future trend,are provided as time series;this aspect,along with the high fluctuation of this kind of data,cuts out the use of very efficient classification tools,very popular in the state of the art,like the well known convolutional neural networks(CNNs)models such as Inception,Res Net,Alex Net,and so on.This forces the researchers to train new tools from scratch.Such operations could be very time consuming.This paper exploits an ensemble of CNNs,trained over Gramian angular fields(GAF)images,generated from time series related to the Standard&Poor's 500 index future;the aim is the prediction of the future trend of the U.S.market.A multi-resolution imaging approach is used to feed each CNN,enabling the analysis of different time intervals for a single observation.A simple trading system based on the ensemble forecaster is used to evaluate the quality of the proposed approach.Our method outperforms the buyand-hold(B&H)strategy in a time frame where the latter provides excellent returns.Both quantitative and qualitative results are provided. | Silvio Barra Salvatore Mario Carta Andrea Corriga Alessandro Sebastian Podda Diego Reforgiato Recupero | 2020 | IEEE/CAA Journal of Automatica Sinica2020，7，3： | 2 |
| 2 | Association of chronic hepatitis C with recurrent brief depression显示文摘 | Mauro G. Carta Jules Angst Maria Francesca Moro Gioia Mura Maria Carolina Hardoy Cinzia Balestrieri Luchino Chessa Giancarlo Serra Maria Eliana Lai Patrizia Farci | 2012 | Journal of Affective Disorders2012，，2： | 2 |
| 3 | Wind powered pumped hydro storage systems, a means of increasing the penetration of renewable energy in the Canary Islands显示文摘 | Bueno C Carta J A | 2006 | Renewable and Sustainable EnergyReviews2006，10，4： | 1 |
| 4 | Ureido-substituted benzenesulfonamides potently inhibit carbonic anhydrase Ⅸ and show antimetastatic activity in a model of breast cancer metastasis显示文摘 | PACCHIANO F CARTA F MCDONALD P C | | 0，，6： | 1 |
| 5 | Wind powered pumped hydro stor-age systems,a means of increasing the penetration of renew-able energy in the Canary Islands显示文摘 | BUENO C CARTA J A | 2006 | Renewable and Sus-tainable Energy Reviews2006，10，4： | 1 |
| 6 | Polypharmacolog3' of sulfonamides: pazopanib, a multitargeted receptor tyrosine kinase inhibitor in clinical use, potently inhibits several mammalian carbonic anhydrases 显示文摘 | WINUM JY MARESCA A CARTA F | 2012 | Chem Commun ( Camb )2012，48，66： | 1 |
| 7 | A review of wind speed probability distributions used in wind energy analysis 显示文摘 | Carta J Ramirez P Velazquez S | 2009 | Renewable and Sustainable Energy Reviews2009，13，5： | 1 |
| 8 | Effects of estradiol on in vitro cultures of human fibroblasts显示文摘 | CARTA G CONTINENZA MA RICCIARDI G | 1992 | Minerva Ginecol1992，44，12： | 1 |
| 9 | An efficient and simple method of DNA extraction from whole blood and cell lines to identify infectious agents显示文摘 | Loparev VN Cartas MA Monken CE | 1991 | J Virol Methods1991，34，1： | 1 |
| 10 | Technical-economic analysis of wind-powered pumped hydrostorage systems,part I:model development显示文摘 | BUENO C CARTA J A | 2005 | Solar Energy2005，78，3： | 1 |
| 11 | Expression of func- tional leptin receptors in rodent Leydig cells显示文摘 | Caprio M Isidori AM Carta AR | 1999 | Endocrinolo- gy1999，140，11： | 1 |
| 12 | Self-assessment of quality of vision 显示文摘 | Carta A Braccio L Belpoliti M | 1998 | Curr Eye Res1998，17，8： | 1 |
| 13 | Influence of physical training on blood glucose control, glucose tolerance, insulin secretion, and insulin action in non-insulin-dependent diabetic patients显示文摘 | Quirico Carta Franco Caralot | 1984 | Diabetes Care1984，7，5： | 1 |
| 14 | Synthesis and characterization of metal oxide multilayer obtained via MOCVD as protective coatings of graphite against oxidation 显示文摘 | G Carta G Rossetto P Zanella | 2002 | Surface and Coatings Technology2002，160，： | 1 |
| 15 | Wind powered pumped hydro storage systems,a means of increasing the penetration of renewable energy in the Canary Islands显示文摘 | BUENO C CARTA J A | 2006 | Renewable and Sustainable Energy Reviews2006，10，4： | 1 |
| 16 | Experimental analysis of internal rigid fixation o steo synthesis perfo rmed w ith titanium bone screw and p late systems显示文摘 | Righi E Carta M Bruzzone AA | 1996 | J Cranio Maxillofac Surg1996，24，1： | 1 |
| 17 | Removal of tumours of the orbital apex via a postero-lateral orbitotomy显示文摘 | Carta F Siccardi D Cossu M | 1998 | J Neurosurg Sci1998，42，4： | 1 |
| 18 | Recovery of physical function and patient's satisfaction after total hip replacement (THR) surgery supposed by a tailored guide-book显示文摘 | FORTINA M CARTA S GAMNERA D | | 0，，03： | 1 |
| 19 | Periodontal disease and poor obstetrical outcome显示文摘 | Carta G Persia G Falciglia K | 2004 | Clin Exp Obstet Gynecol2004，31，1： | 1 |
| 20 | Wind powered pumped hydro storage systems, a means of increasing the penetration of renewable eergy in the Canary Islands 显示文摘 | Bueno C Carta J A | 2003 | Renewabe and Sustainable Energy Reviews2003，10，4： | 1 |
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