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The daily chart remains in a downtrend, with moving averages in a bearish alignment. Declines are accompanied by high volume, while gains come on low volume. Combined with uncertainty in external markets and high oil prices, the crypto market is destined to be vulnerable to declines and struggle to rise. #Gate多项排名全球Top2
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What Is Walk-Forward Backtesting? Why Is One Out-of-Sample Test Still Not Enough to Prove a Strategy Is Reliable?
Passing a single out-of-sample test does not mean a trading strategy will remain effective in all market conditions. A particular market period may happen to suit the strategy, so we also need to use walk-forward backtesting to observe its performance across different time periods.
First, what is walk-forward backtesting?
Walk-forward backtesting follows chronological order: repeatedly use past data to develop or optimize a strategy, then test its performance on a subsequent period
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#AppleQ3EarningsInFocus #AppleQ3EarningsInFocus
Apple is once again in the spotlight as investors around the world closely follow its Q3 earnings and financial performance. As one of the biggest technology companies globally, Apple's business results are important not only for its shareholders but also for the entire technology industry.
This earnings season brings several important questions about Apple's growth, revenue, profitability, and future business strategy. Investors are particularly interested in iPhone sales because the iPhone remains one of Apple's most important products and a ma
AAPL-2.17%
$ADA $ADA gave back all its gains in no time. It’s painful to watch it fall back to its lows. Take profit: 0.1784 Stop loss: 0.1936 Also active: $SOL : Current price 91.73 - 24-hour change: -0.91%$ICNT : Current price 0.2245 - 24-hour change: +18.53%
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ADA-1.48%
SOL-0.77%
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morning update 🥰🌹
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🟠 Michael Saylor's Bitcoin Treasury Secures Nearly $1 Billion in Profit
The world's largest Bitcoin treasury firm, chaired by Michael Saylor, Strategy is winning on its consistent Bitcoin bets even at a time when the broader crypto market continues to struggle amid prolonged volatility.
While the firm had just added another 811 BTC worth about $65.5 million to its fast-expanding Bitcoin stash during a market dip in the final week of October, it has further tilted its holdings a little higher.
🔸 Saylor's Bitcoin bet is paying off
Latest data from Arkham Intelligence shows that Strategy's unre
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BTC-0.67%
Those who previously completed @arc Studio tasks can go check
200 points and a Studio badge have been sent
It seems architects have recently become able to apply again
It dragged on for so long that it nearly killed all the hype
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🚨 BITCOIN AT A CRITICAL MOMENT! 🚨
Bitcoin is trading around the $77K zone, and market uncertainty is keeping traders on high alert.
📉 Is this a temporary correction or the beginning of a bigger move?
📊 THE BIG QUESTION:
🐂 BULLISH – BTC will recover and move higher.
🐻 BEARISH – BTC could drop further.
💬 What is your prediction for Bitcoin over the next 24 hours? Share your analysis in the comments!
🔥 Watch the market. Follow the trend. Trade smart.
⚠️ Always manage your risk and DYOR.
#Bitcoin #BTC #CryptoMarket #Gateio #WCTCS9 #HotTrader
BTC-0.67%
Gold is currently around 3931. If it holds above 3902–3925, watch for 3975 and 4000. If it falls back below 3902, watch 3886 and 3870. Use stop-losses when trading the intraday range. #Gold
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This call was validated by yesterday’s market action.
Yesterday, the market first priced in expectations of US-Iran peace talks. When the news came out, BTC and ETH did indeed rebound.
But when I posted the market update last night, I said I wasn’t that optimistic about these talks.
The reasons are simple:
First, in the previous rounds of talks, the two sides never truly agreed on their core demands;
Second, although news of peace talks has continued to come out this time, news doesn’t mean an agreement has been reached;
Third, the market has already priced in the positive news. Whether the pr
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BTC-0.65%
ETH-1.23%
Texas is in trouble!
😅😅😅
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GATE.IO ⚡ HOT TRADER | BTC MARKET ALERT 🔥 | BULLS OR BEARS? 🚀
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How can out-of-sample testing help avoid mistaking chance patterns in historical market data for a lasting edge?
A trading strategy that performs well in historical backtests does not necessarily mean it can adapt to future markets. To reduce the risk of overfitting, out-of-sample testing is a crucial step in the strategy validation process.
First, what is out-of-sample testing?
Simply put, it means dividing historical data into different periods: one portion is used to develop the strategy and adjust parameters, while another is excluded from optimization and reserved specifically to test how
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11.3 ETH trade idea played out✅$ETH
The forecast for a rebound at 2270-2290 has played out
Price faced resistance at the highs, with moving averages suppressing it throughout. Rebounds presented selling opportunities, and the downtrend reached the target range
Trade the structure, don't guess reversals; follow the trend
#美股财报季
ETH-1.26%
Good morning, Zuo Zuo stayed up through the U.S. overnight session for you☕
Just last night, Zuo Zuo wrote a long post saying AMD was down more than 20% from its high. Then earnings came out early this morning, and the stock briefly surged nearly 10% after hours. It’s now still up about 7%🚀
$AMD Third quarter:
Revenue of $13.38 billion, up 45% year over year
Data center revenue of $8.55 billion, nearly doubled (+97%)
Fourth-quarter guidance of $17 billion, while the market was only expecting $16.2 billion
Lisa Su even said revenue is expected to grow more than 80% again in 2027
The broader ma
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AMD+3.79%
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BTC-0.67%
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#InitialListingKORProtocol
🚀 𝗞𝗢𝗥 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹 𝗟𝗶𝘀𝘁𝘀 𝗼𝗻 𝗚𝗮𝘁𝗲: 𝗖𝗮𝗻 𝗕𝗹𝗼𝗰𝗸𝗰𝗵𝗮𝗶𝗻 𝗙𝗶𝘅 𝘁𝗵𝗲 𝗖𝗿𝗲𝗮𝘁𝗶𝘃𝗲 𝗘𝗰𝗼𝗻𝗼𝗺𝘆?
🤔 𝗧𝗵𝗲 𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻
What happens when an artist creates something valuable, but struggles to prove ownership, find buyers, manage licensing, or receive payments fairly?
This is the problem KOR Protocol wants to address. Its arrival on Gate brings attention to a different area of blockchain technology: the business infrastructure behind music, films, digital content, and creative intellectual property.
🎬 𝗧𝗵𝗲 𝗜𝗱𝗲𝗮
KOR Protocol
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GT-2.41%
It's over—is this a sure win?
So now they're not saying the polls are rigged?
The next two years will be Trump paying for his past recklessness, outrageous remarks, and influence-peddling
They'll also be two years for these paid Twitter AI bulls to prove their true mettle
Let's wait and see
As I keep saying, if the next two years usher in a prolonged bear market, which is actually very likely
Let's see how many of these people are still in the market
They're really quite heartless about charging membership fees now!
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#feddcision count down #FedDecisionCountdown
The Federal Reserve decision is becoming an important topic for the global financial market. Investors are closely watching the next interest rate announcement and waiting to understand what direction the Fed will take.
This decision can create new movements across Bitcoin, Ethereum, altcoins, stocks, and other financial markets. If the Fed gives a positive signal, market confidence may improve. However, if the message is more cautious than expected, we could see more volatility and selling pressure.
Bitcoin traders are especially watching the Fed's
BTC-0.67%
ETH-1.26%
$BTC BTC long-term short position continues to pay off! The long-term short opened at 78,589 is currently up 205.35%.
Many people focus only on short-term back-and-forth trading, repeatedly getting hit going long and short, while trend trading means catching the big-picture direction and holding on to capture major moves.
Don't be misled into going long by small short-term rebounds. The overall bearish structure remains unchanged, and the long-term outlook is unchanged. The trend is the key to making big money in futures. Hold patiently and wait for the market to move lower. #Gate多项排名全球Top2
BTC-0.65%
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