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Bitcoin price prediction: A machine learning sample dimension approach
Sumit Ranjan, Parthajit Kayal, Malvika Saraf
Computational Economics 61 (4), 1617-1636, 2023
The purpose of the paper is to predict Bitcoin prices using various machine learning techniques. Due to its high volatility attribute, accurate price prediction is the need of the hour for sound investment decision-making. At the offset, this study categorizes Bitcoin price by daily and high-frequency price (5-min interval price). For its daily and 5-min interval price prediction, a set of high-dimensional features and fundamental trading features are employed, respectively. Thereafter, we find that statistical methods like Logistic Regression predict daily price with 64.84% accuracy while complex machine learning algorithms like XGBoost predict 5-min interval price with an accuracy level of 59.4%. This work on Bitcoin price prediction recognizes the significance of sample dimensions in machine learning algorithms.
Bitcoin price prediction: A machine learning sample dimension approach
Sumit Ranjan, Parthajit Kayal, Malvika Saraf
Computational Economics 61 (4), 1617-1636, 2023
The purpose of the paper is to predict Bitcoin prices using various machine learning techniques. Due to its high volatility attribute, accurate price prediction is the need of the hour for sound investment decision-making. At the offset, this study categorizes Bitcoin price by daily and high-frequency price (5-min interval price). For its daily and 5-min interval price prediction, a set of high-dimensional features and fundamental trading features are employed, respectively. Thereafter, we find that statistical methods like Logistic Regression predict daily price with 64.84% accuracy while complex machine learning algorithms like XGBoost predict 5-min interval price with an accuracy level of 59.4%. This work on Bitcoin price prediction recognizes the significance of sample dimensions in machine learning algorithms.
#TokenPocket #TOKENUSDT
SATS/USDT
profitable to invest in Satoshi? Over the last 30 days, Satoshi had 30/30 (100%) green days. According to our historical data, it is currently profitable to invest in Satoshi. The price of Satoshi increased by 154.32% in the last 1 year, while the coin's 3-year performance is 28.37%.
SATS/USDT
profitable to invest in Satoshi? Over the last 30 days, Satoshi had 30/30 (100%) green days. According to our historical data, it is currently profitable to invest in Satoshi. The price of Satoshi increased by 154.32% in the last 1 year, while the coin's 3-year performance is 28.37%.
#BitcoinIsBullish #BTC/Update #BinanceChrismtas
Dan Tapiero, a seasoned macro investor, has shared his optimistic outlook for Bitcoin (BTC) in 2024, predicting a substantial upward trend. Bitcoin’s Projected Growth in 2024 Strong Year-to-Date Performance: Tapiero highlights Bitcoin’s remarkable growth, noting a 160% increase year-to-date and its approach towards a high year-end close. Institutional Investment Inevitability: He emphasizes...
Dan Tapiero, a seasoned macro investor, has shared his optimistic outlook for Bitcoin (BTC) in 2024, predicting a substantial upward trend. Bitcoin’s Projected Growth in 2024 Strong Year-to-Date Performance: Tapiero highlights Bitcoin’s remarkable growth, noting a 160% increase year-to-date and its approach towards a high year-end close. Institutional Investment Inevitability: He emphasizes...
#ChristmasFun #Christmas! #ChristmasCrypto #christmasgiveaway $BNB #wheel
Wishing you a joyful and Merry Christmas! May your day be filled with warmth, laughter, and festive cheer.
on this special day I need special gift 🎁 from whom to see .....
Wishing you a joyful and Merry Christmas! May your day be filled with warmth, laughter, and festive cheer.
on this special day I need special gift 🎁 from whom to see .....
#BinanceWish #nft_Europa #BinanceChristmas
NFTs worthless.
Most NFTs may now be worthless, less than two years after a bull run in the digital collectibles.
A study examining more than 73,000 NFT collections found that 95% had a market cap of 0 ETH.
Out of the top collections, the most common price for an NFT is now $5-$100.
NFTs worthless.
Most NFTs may now be worthless, less than two years after a bull run in the digital collectibles.
A study examining more than 73,000 NFT collections found that 95% had a market cap of 0 ETH.
Out of the top collections, the most common price for an NFT is now $5-$100.
Bitcoin is valuable because it has all the essential properties of paper money: acceptability, divisibility, durability, fungibility (interchangeability), portability, and scarcity. Whether you can physically touch the currency does not affect these six characteristics.
#MyFirstFeedPost Hello, Binance Square!
there a lot of scams be carful i lost much money and wish nobody infected here.,,
there a lot of scams be carful i lost much money and wish nobody infected here.,,